{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fa3798c3",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "x1 = np.linspace(0, 10, 100)\n",
    "y1 = np.sin(x1)\n",
    "x2 = np.arange(0,10,0.1)\n",
    "y2 = np.sin(x2)\n",
    "\n",
    "plt.plot(x1, y1, label='linspace')\n",
    "plt.plot(x2, y2, label='arange')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "13a058e7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Sine and Cosine Waves')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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x91avhlu7dq3bcUuWLNEAbcmSJW77v/vuO+3iiy/WQkNDtaCgIK1Vq1baDTfcoP32228Ves16ZVrjxo1L/C8xMbGosnLHjh1u//vxxx+17t27a8HBwVqzZs20Rx99VPv5559LtVHTNO3JJ5/UAK1FixZlVkue67UcOXJEu+2227SOHTtqISEhWr169bRu3bppr7/+ulsFp0JhFQ5NU82AFAqFQqFQKMpC5SwpFAqFQqFQlINylhQKhUKhUCjKQTlLCoVCoVAoFOWgnCWFQqFQKBSKclDOkkKhUCgUCkU5KGdJoVAoFAqFohyUKKUHKCws5PDhw9SvX79IAVehUCgUCoVvo2kaJ06coGnTpvj5lb1+pJwlD3D48GFatGhhtRkKhUKhUCiqwIEDB2jevHmZ/1fOkgfQ+2UdOHCA0NBQi61RKBQKhUJREbKzs2nRokW5fS9BOUseQQ+9hYaGKmdJoVAoFAqbca4UGpXgrVAoFAqFQlEOyllSKBQKhUKhKAflLCkUCoVCoVCUg3KWFAqFQqFQKMpBOUsKhUKhUCgU5aCcJYVCoVAoFIpyUM6SQqFQKBQKRTkoZ0mhUCgUCoWiHJSzpFAoFAqFQlEOyllSKBQKhUKhKAdbOUvLli3j6quvpmnTpjgcDr777rtz3uePP/6gV69eBAcHc9555/Hee++VOGbevHl07tyZoKAgOnfuzLfffusF6xUKhUKhUNgRWzlLp06donv37rz11lsVOn7Pnj1ceeWVDBw4kISEBJ588knuv/9+5s2bV3TMypUrGT16NOPGjWPjxo2MGzeOUaNGsXr1am+9jHOTFAfJ09z3JU8T+yUgPh66d4c6dcTf+PjS9ykUlpAU5/77S4qD34a6//4k/z0qFD5BUpzPnAsdmqZpNf6sHsDhcPDtt99y3XXXlXnM448/zg8//MDWrVuL9t19991s3LiRlStXAjB69Giys7P5+eefi465/PLLadiwIV9++WWFbMnOziYsLIysrCzPNNJNngbJz0D0MAi/CM4ehV0fQOQlcOli9+O0AugWV/3nrCHi4+Gf/wSHAzTN+Asl982bByNHWmuvohai//46PQ7t7oK/xkLGSgjvB5cshG1viP/HTIWYWKutrRTx8TBlCmzfDu3bw2WXwauvqt+ewkdIigOH0/hd6b/FsG4QNRhy0mDfVx797VX0/O3vkWfzUVauXMmwYcPc9g0fPpyZM2eSl5dHQEAAK1euZOLEiSWOmTFjRpmPm5OTQ05OTtF2dna2R+0WXwINkidD6q9inyMAjv4Of46BPh/CthnGhO3jmCdo3TEq/rf4PocDpk5VE7bCAtqMhX1fwNaXxE0nYyV8EybGnSfZ0lEyX6gkJYkblPw9jh0r/rZvD5Mnq9+hooZwOMV5Lf8EhHYQv0OArCRxA8suUmwVhqssqampREVFue2LiooiPz+f9PT0co9JTU0t83FfeOEFwsLCim4tWrTwvPGtb3bf1vLE3/1z4JtQ21zZ6hN0cjKcPQsmH7Nc9MlchQYUXiUpzljmzz8NSc/Aj+0he1v59/t7BvxxHWiFxj4fD81NmeK+klseZ8+KW3Ky+P2q35+iRoiJhaZXwtaXYfWdpf8Ou0yqebuQ3FkCEa4zo0cdzftLO6b4PjOTJk0iKyur6HbgwAEPWuxirysE6HAt/vkFlDwmxAtOmoepzARdHE1TE7bCy+hXsn/dDPM7wSZXaLsI1xQZFOl+v4IzcOh7+K4lHFtvhAsczhozvbJs2VL536F5lVeh8CpaIWx4BA4vcN/vrCv+6ufCzS/UrF0upHaWoqOjS6wQHT16FH9/f8LDw8s9pvhqk5mgoCBCQ0Pdbh5Fn3hjpsJNeeJvYR406O5+3KrbYfFQ9xnQx65uzaG30jD7pGX5p2rCVniNmFhofj3s+xJO73ftdH0RuzwFNxeIXMGco+LvtfshrKtx/zOHYGFvn13pNSdv+5Uz25dzbYimCUdLofAoSXHGqm5BDqwYC9teNR3g+sIWnHY/FyY/UzLpuwaQ2lnq168fixYtctv366+/0rt3bwICAso9pn///jVmZwm0AveJNyZWTNSZG6FrHLS/1zj2yO/wy0VQmO9zV7e//AIBAaVPxMHB4tatm5jQ580T4+Dg0o/XNPj7b+/brKhlHPkDDs837XBAu3vE76/7s2JX5EDx+4scKFZzRyTDebdDUGP3xzrvXzVmdkUoHgLPzXX/v/47e+wx47dX1u8vLw9atlRhcYUH0Vd1E5+CJcNF4rZOs2tcFypD3O8TEyt+m26rvzWEZiNOnDihJSQkaAkJCRqgvfbaa1pCQoK2b98+TdM07YknntDGjRtXdPzu3bu1unXrahMnTtS2bNmizZw5UwsICNDmzp1bdMxff/2lOZ1O7cUXX9S2bt2qvfjii5q/v7+2atWqCtuVlZWlAVpWVpbnXmxxNk7WtKSpYlxYqGmbp2va55hufuKvfoxFzJunad26aVpgoKY5HJom3BxjrP+Njy/7Mbp1c7+vfuvWreZeh6IWkLVd075pZPyGvqjkb2jjM+6/wXmRmpbrxTmgkpT1OwoOFrfu3Uv+DufNc/+dlnbT/zdvniUvSyETibElz2N/jXU/JmmqOP95iYqev23lLC1ZskQDStz+9a9/aZqmaf/617+0wYMHu91n6dKlWo8ePbTAwECtdevW2rvvvlvicb/55hutQ4cOWkBAgNaxY0dtXiVngRpxlkpjz+ea9mWAabL3r9nnL0ZZE2379mLiLmuCrujjXHKJ8BMViiqjX3SczdC0H9oZv51vGmpaQZ74X0UcJv24hCc07fvzjcf5vp14HP0YL07y58LpLN3ZCQ4u/37z5onfaXCw+N3Wr1+6w9S9e028CoXUrL3P3VlKW13jJlT0/G1bnSVfwuM6S5XhzzGiQk6n40PQ89Wyj/ci3buLJf/i36iYGKNEuaLEx4scpa1bRQhAf8xmzSAjQ5U0K6qIHqoOaQ2n9hr7uzxlhN0qol+WFGfowWT/DT9fAAVnxf/a3ydCdBbmMX37bem/DYdDhNwSEyv+WHXqiDBecYKD4cyZKpuoqO2kLobfL3XfZ8HvpaLnb+UseQDLnCV94m9wAWQmGvtjpkDMMzVnhwtvTapffGHovugo8TxFlVl4ERxba2x74gLjyFJRbIFJSsAiR+ngQXHhcuyY2C4uOBkfD9dfX/HHK+siqHv3yjldCkURuVnwfUvIc2kU9npD7LPgAqOi52+pE7ylR08Ev3QJ1G1u7E9faYk5zZqV3OdwQIcO1Xvcm2+GiAj3fapCTlElMta6O0qOAM+sxEYNgT4fue9rf0/1H7cSxMeLVaNWrQxHqW9fI3lbL6aojKMEYgVX/72ZueEGz9itqIWsf8BwlKIuFkVLViZvVwDlLNmZbnHiCxbYAPp+bOw/ulSEBqDGpATy88XNjH4lO3ly9R//xImS+1SFnKJSaBqsf9DYdjiF2KunypBPH3TfXjrCM49bAcyVb4Wmxa277xarP2fOiL+VdZRArNzq1ar+pp4Ps2fD6dPVNFxRe0iKE7+1A9/Bnk/EPr8gIYnjcLkiMbE+275LOUuyEH0phPcR44KzsPJWSJpSY1IC774L+/aJcXAwBAVV/Uq2NDp0KHll64lVK0UtYt9XkL5CjIMiYPQZz+m26CHxjo8YInoZq2HtfdV73Aqii7+acTjg9dc98/gjRwpnKycHdFWVXbugQQMlJaCoILpUwApTTkVhDgQ2ss6mSqCcJZkY+rvxxctYA5viaiz++9tvxvj330XuUlWvZEtDDwWY8dSqlaIWkH8aEh8ztvv9T6jie2rpXw+J93zZvR3D4QVVk6+vJKWJv3pj5dXPD0aPFmOHQxRfKIV9RYWIiRX5tQWm5ciYKT4n5FoWylmSCf+6MHi++75Oj3jt6czqwHv3wgMPCIG7fv08/1x6KKBrV/f9LVt6/rkUErJluhEma3olNL3C+J8nlv71kDhAx4chpJUYn9oNh+aXeTdPUVp7Sm+tvM6c6d7CSOUPKipE9najGS6AX6AlhUhVRTlLspH6m/v2n97JwiyuDpycDG+8AX36eOXpAOEwJSfDf/8LjRvDO++IUJ9CUSpJcSI8duoAbJ3u2ukHIW28+7z+daDHy8Z2wsNQ4JLP9lIOYXS0+7Yn8wWLU1OrWArJ2Pyc0Xja4YTCXEvallQV5SzJhJ430c5UhXN4ASR5fsYs3iC3Jq8u774bdu6EqCjo3Vu1YFCUgZ4jsXSEaHwLQCEEl9330WO0uAHqulaXTuyA7W96tR3RDz+I6rSgIM/nCxanfXuVP6ioJCd2wp5PxdgZDDccs7TPW1XwP/chCttg7il35jAc/E7sz1jj8aey8uoyIAB+/FGsbOkOm543oXSXFEXExIrQ264PjH2dJ9VMjoTDAYO+hYU9xXaCKxzupRzCBg3gm2+goACcXq7nmDzZ/bcH4q/63SnKZNOziIYbCAHYgFDjd+CjUgHFUStLMmHOm+hqigVnJhnqwh6iffuS+2ry6tLKlS2FjchNN8YOf7jg+Zp77kY9oO140/M7ve6oedtRAncpAVc/cgCWLvX+cytsyIldsPczMQ5oIBTudXxYKqA4ylmSlUY9oPm1YnzmMOya6dGH/1exBuvezJEoDZU3oTgnJ/fAgW+NbS2/5pf8/eubnr/Ao/lK8fGi4MGKMLQuJXDmDLRrJ/YtWQIrrdHDVfgym58zVo86PgSBYdbaU0WUsyQzXU2ey+YXoCBHjD2QZGru9ebv790cidJQeROKc/LXWIqW/rs9W/M5EsnT4O8ZENrJ2LdpikeeXy+w2LzZKLCwonzf6YQnnjC2n3uuZp9f4aMkxYnv+YldsOd/Yp9fMOSfstKqaqGcJZlp1APqu7yHM4fE6pIHkkwPHxb92gAaNoTjxz2rqVQRSmvBoHSXFEXkZcOx9WLsDIbz76r5dgp6DuFF7xv7gpuIFa5qMmVKsaeyMAx9yy2GdMFPP4kEc1VwUcvRiyv+HGX83grPgn+ItXZVA+Usyc6Az43xuv/zSKPCN98UYnQA//kP1KtXTRurgJ43ERPj7jCplSUFALs+Bs1Vrt96HAS7mgvWZI6EnkPY+B/Q0JXofTZFqO1Xk23bSu6zKgwdGAjDhhnbublKqLLWExMrQm7HNxj7Oj9pGwHK0lDOkuw06gVNTT2qHP7V+sKeOAHvvSfGgYFw773VtK8ajBwJGzfCa68Z+956yzp7FD5CYQH8/Yax3eEB62wB4c13nGhs/z2j2g9ZWnN0K8PQq1e7b6uCC0VR2x8QK00X2DtGq5yl2oC59041klzj46FjR8jMFNsDBkCTJtU3r7rcfjuEuFZ3//c/wz5FLeXQj3BqjxhHD4MGXay1B6DlKKjj+rEc/E4kn1eRM2dKNrCt6QKL4uzcWXKfKrioxRTmu1+waAW20VMqC+UsyU7yNNj7KQToFQiOKiW56gmlhw8b+5Ys8Y1l9rAwozrv1Cn4+GNr7VFYzN+m7rEdH7TMDDecgdDu/8RYK4S/36zyQ339teEsNWwoGlfXdIFFcVTBhcKNlf+C/BNi3Owa2wlQloZylmRHTzLt+JC+AyIvrnSSa1ldzX1lmd0cDnzrLSHOp6hFJMWJifjYBji6TOwLioD0VVZa5U5ulgiDA+z6SCShV6Ey9X1TvvhPP4mVppousChO8UbXVq90KSzm2DpjfP6Emi+u8ALKWZIdPcm07R3gcH3cJ3dC18rlLfm6rlGnTnDZZWK8e7dqgVLr0KtvVt1h7MtJN5wTXyCgvlEJl38C/hxT6crUjRsNLaNu3aBvXy/YWQX0govu3X1jpUthIacPinMMQJ1m0ORyMbaRAGVpKGeptlC3OTRxdVo/fQBSfqnU3e2wzN67tzHOy1MVObWKmFjRyiRzo7GvS6xvVd/ExEJ70xJoys8QM6VSNppXle66q+Rv0krMQpVWr3QpLGTXx0bD3Lbjwc+HLliqgXKWahPnTzDGuz6s1F2L6xr54jL7/PkldZd8KVSo8DL1WhtjhxO6++AH3/tNwPQlbTaizENLo0UL0UA6JEToGykUPoVWCLv1bhEOEdGQBOUs1SaajjAqcg79CGdSKnxXcz8oX11m37HDt0OFCi+zydT3zVerb5KnUaQqDrD2vjIPNRMfL0JcU6dCZKS4SClNPsBXOHUKZs+GUaNU/mCtImURnNonxk2GQ0gra+3xIMpZqk34+cN5Lk9fK4Ddsyt0t8REuPpqMemtWuW7y+x2CBUqvMT6h+C0a5IO7STCW75WfaOr53d+EvwCxb6MlZA0pdy76ZWoycmitcmmTfDYY74dXr71ViHp8c038PvvVlujqDHMEQtzJEMClLNU28g7YYx3fiiWTc9RkTN7tghxjRoFn37qbQOrjh1ChQovcTzRGLe5BWKe8b3qG70y9YLnoNnVxv4TO8q9m16Jqq+a2iG8fPPNxnimZ3t4K3yRpDhIeBwOfi+2g6PgeJJHG0dbjXKWahtBEcb41B5RPVRORU5entEHLigIbrihBmysInqoUF9h0jQYMcL3VsAUHkbTRBsRndZjxV9fq77RK1MBWpsSjs6RpO3rlailcfXVEOGaaubMEaF7VZ0qMQ4nbJ1uVHvWby+aRlejB6mvoZyl2kZMrFAT1tnzSbm94n75BdLSxPiaa4QIni8zcqRovRDoinKsWwf51e9bqvBljm+AbFeztMhB9siTaHqloax/4FvIO1nmoe3bl9zn6+HlwEB3WYOcHFWdKjVdn3a/EE9bXu0epL6GcpZqI/3+577d+dEyD/3kE2Osq2T7OmFhYkUJ4MgRlTMhPXtMseHWNikRcwYaFy0Fp+Hgt2UeOnq0+7Zdwsvbt7tv2yF8qKgiWZuFrpmOX6BUjhIoZ6l2smW6+/aq8aUedvw4/PCDGEdGuncW93XGjjXGehhRISGF+bDvSzH2C4SWN1prT2VoY3Ls9nxW5mGpqcY4IMA3K1FLY//+kvt8PXyoqCL7vzHGDicU5vpWcYUHUM5SbUOvyGlt8ib2fVHiix0fDzExkJsrti+6SEzUduHKK43S6vh4UcGnkJDU3+DsUTFudjUENrDUnEoR0R9C2ojxkd9KlfIoKIC5c8U4MFCExH2xErU07Bg+VFSRHe8Y42v3SdELrjjKWapt6BU5fWZCgMub8AuCwpyiQ/RS5UOHjLvNn2+vXIPgYPEaAE6cED20FBKRFOdqEm1akfELtFf1jcMBdVuIsVYI+74SY1N16p9/QorLh7r8chFitgulhQntED5UVJJMUwiu8QCo20yKXnDFUc5SbUOvyHEGQfPrxL7CHAjvU3SIrzfNrSjmUNznn1tnh8IL6L3g9n0ttp11RDjObtU3DS8wxns+NVZ+Xa9jzhzj38Vzl3wdvTq1Th1j3/vv22NVTFEJzCE4c/GQr1WjVhPbOUvvvPMObdq0ITg4mF69erF8+fIyj73ttttwOBwlbl26dCk6Zvbs2aUec/bs2Zp4OdZizu8wfeHtWKpcGkOGQIMGYvzdd9C1q71WxxTlEBMLLUaClie2C87Ys/qm9xui2SjA8QThKLleR36+EYILDhbl+HZj5Ej46COYPh127YJ//9tqixQe54DJWWrxT+vs8DK2cpbmzJnDgw8+yFNPPUVCQgIDBw7kiiuuYH9pmYTAG2+8QUpKStHtwIEDNGrUiBtvdE8CDQ0NdTsuJSWF4ODgmnhJ1hJ9mRGKO/Q9FIhQnCxK2N9/D5mZxvaWLap0WSrMS/yOAPs5SjqdHzPGDmfR6/jjD0O2Y8QIqF/fAts8wM03w6OPwnnnWW2JwuNkbRE3MEJwkmIrZ+m1115j/Pjx3HnnnXTq1IkZM2bQokUL3n333VKPDwsLIzo6uui2bt06jh8/zu233+52nMPhcDsuOjq6Jl6O9TiDoNm1YpyXDamLAHmUsIuHE1XpskTkn4ZDpkQ0Lc++yaSnTBd7pp52dg7BKWoJ5hBcCxtVolYB2zhLubm5rF+/nmHF6teHDRvGihUrKvQYM2fO5NJLL6VVK3fRupMnT9KqVSuaN2/OVVddRUJCQrmPk5OTQ3Z2ttvNtpQSirND09yKIEs4UVEKq+801ILbTrBv9U3yNNj2KgQ3Me0Tr+Mf/4CBA6FePVHdqVD4HG75SvKG4MBGzlJ6ejoFBQVERUW57Y+KiiLVLERSBikpKfz888/ceeedbvs7duzI7Nmz+eGHH/jyyy8JDg5mwIAB7NhRdr+mF154gbCwsKJbixYtqvaifIEmw4xQ3EEjFDdypChR9tWmuRVBlnCiohSythrj5tfat/pGr05td7exr+kItm4p4NVXYe1aaNVKKOnbnQ0b4MknYdw4qy1ReISsLUKMEoQMRt3m1trjZWzjLOk4ip39NE0rsa80Zs+eTYMGDbjuuuvc9vft25dbbrmF7t27M3DgQL7++mvat2/Pm2++WeZjTZo0iaysrKLbgQMHqvRafAJnENR1rbTlZXF27yL69oUlb07j6OI4S02rLrKEExXFKCyAMwfF2D8EooeKsR2rb/TqVL0yFTiSmkvnMXEkJ8PZs/Lk2t16K7zwAnz2GRw+bLU1iiqTFCdWRM2rSgFh9pLtqAK2cZYiIiJwOp0lVpGOHj1aYrWpOJqmMWvWLMaNG0eg3jSsDPz8/LjwwgvLXVkKCgoiNDTU7WZrGsQUDY+s/YbLmkzj4vBnWLXaZmXYxSgeToyJgeeeM1qhKGxK+gpD16XJ5eCUoBijQQyEtAagUd4SGoRkFoWQZcm1+6cpSvNt2d1dFL6OLtux/W1jX8rP9pPtqCS2cZYCAwPp1asXixYtctu/aNEi+vfvX+59//jjD3bu3Mn48aW39TCjaRqJiYk0adLknMdKQ99ZQpgSaFnwP6bd+Ayx30wlqJdNq4tM6OHEN94QV7NPPQXLllltlaJaHPzeGDe/1jo7PInDUfRaApz5XN7tZ7d/y5BrZ3aW7r8fune3/2pZrSQmFtrfBzlppn02lO2oJLZxlgAeeughPvroI2bNmsXWrVuZOHEi+/fv5+67Rbx/0qRJ3HrrrSXuN3PmTPr06UPXrl1L/G/KlCn88ssv7N69m8TERMaPH09iYmLRY9YKnEFFid4OB+TmB/Df32O5+GKL7fIgDRpAumsxQu93p7AhmmY4Sw4nNJVomdAUiru21/du/5Ih1868WF9YCMnJcoQXayV1mhpjk9yFzNjKWRo9ejQzZsxg6tSpXHDBBSxbtowFCxYUVbelpKSU0FzKyspi3rx5Za4qZWZm8u9//5tOnToxbNgwDh06xLJly7jooou8/np8isLcomGgfx4fPTiNc0QsbcXw4UZvux9+KFklp7AJ2Vvh5E4xjhwEQY2stceTNP4HBIrXc+UFCwj0F8UWsuTaFQ8jyhJerJXseM8Ym+QuZMahaeq0UV2ys7MJCwsjKyvLnvlLrhYLhZoDP4dGenY4EaEZ0i2tDhsGehR340aRy6SwGZufh41PiXHPGdDxAUvN8TQnF91KvbRPAbh2xkJ+TR5Ohw7CUbJjRaqZOnVEwnpxgoNVo2tbkfgkbHlBjEM7QKuxbsrzdqOi529brSwpvIRWwGbnVP78eyAAEaEZbNUesF8Z9jm45hpjrEJxNkXGfCUTf+69rmgce/v3tpbuKI6S8pCEE9uNcZMr7SvbUUmUs6QgfmccXcfEMj/ByP9499PziN8ZZ51RXsDcW0s5Szbk9GHIWCPGDbpDvdaWmuMNPvhxGGdzRbFFt/AfQCu02CLPoUt5mJEhvFjr8A8xxs1c5ww7ynZUEuUsKZgyRfxdkGjIBI+44CfpcglatRIVOCDE/pTWi01IihOh4kMmDzewoXS6LqdOwYJf67E/oyUAgfmH4Nh68c/kabZ/vbqUh7mBwtVXy7FqVmvQCuGwq1LTvx40HmitPTWIcpYUbHetqm4+2IV96WKiHtJpKQf2nLLQKu9gDsXNn2+dHYpKoOu6bH3V2Hd0qXS6Lr//Djk5sOVQJ2Pnwe+LcgpleL0jR0JCAkyYILSWPv/caosUlSJjnSEZEH0ZOCWqAjoHyllSmHIJHEWrS0EBudxy2WJL7fIGZmfpP/9RWi+2ICYWujxtVMEBxEyxZTJpeejO+92z3qcoWrX5eVsnz5ZGw4bwwQdw3XVQv77V1igqxWFT8+qmtathoXKWFG5tQX5KNPKWHrxxgYVWeYe9e42x0nqxEeEmKQ+HH8Q8Y50tXkDT4CfXeSjzbDSFDfvo/wG/QGkcJYXNOWw6JyhnSVHbMLcFWbnrYnLyRYJpm6CfpBMkmjbNvSJHab3YhM3PGWOtUDpdl5MnYehQiIiASy4BZ0Ad45+FudK9XoUNOZMKx9aJccMLoG7Tcg+XDeUsKQCjLUhGVghBLVzS3acPQtYmS+3yNNu3l16RY/dWElKTPA0yVouxwx+6PCVCUxI5EPXrwyefQGoqfDN5msjJ0gnrKt3rBcjIgC++gNtuK11/SeFjpCw0xjIp51cQ5SzVcjZuhPHj4euv4fhx107z8uqhn0q9n11RWi82RG+aC9C4P3R/Vipdl/h4kTtXpw707An79xZA1zgIcAnknU0R25K8Xp1HH4WxY4WT+McfVlujOCeHam++Eihnqdbz448waxaMHg3ffOPaaf4hHJYrb8mcnwXytJKQmrDOxjh6mPgria5LfLzImUtOFqsrycnQeUwc8TsnQ9RQcVBOhtCzkeD1mrnSNM38/HPZxyl8gMI8SP1VjAMbQXif8o+XEOUs1XJ++cUYDx/uGuz5FILCxTh9BeQel0LnBYz8rLZtDUfprruU1otPk2L6kjYZXvZxNmTKFON7CMVy6Myv1fweSMKll4LTpYawQK5rMnlIihNzf9pfkJct9tVpBpvkCglXBOUs1WKysmDlSjHu0MEkFudwiqtZEEv/a+6SRucFhMP0xRfGCSo9vfzjFRZSmA9HXBIWQeHQsIe19niYcnPomgwzdupX9RLRoAEMGCDGO3bArl2WmqMoDV3jbOPTxr6sZGnOBZVBOUu1mMWLocCVBnH55aZ/xMRCm9uM7f3fSKXzAiI3pGFDMTa/DwofI2O1cUUbfRn4yTVJt29fcl9RDl29NlC/ndiZtsJ4HyTiiiuMcceOSvfM59D7vqX/Zezr/IRU54KKopylWsxCU3HD8OLRjYved9/u+jQy4XSKMABAZiasW2epOYqySDGtqEQPK/s4m3LHHe7bJXLo9Nes5cORpTVpWo0QaBKAzs9Xumc+Sdvxpg0HXPCCZaZYiXKWaimaZuQrBQXB4MHFDtjykvv2+gdqxK6aZJjp3PurfFEOOXDLV5LPWTJXZvr7C62z+HhTDp3keUuffOK+rXTPfJD195s2NOkkLCqKcpZqKdu2wf79YjxoENSta/qn3ovKPFFvf1O6H8lllxnjRYuss0NRBjnH4NhaMQ7rAnWbWWuPF/jtN2O8YYPQOnMrNogaIrSlwH2VTRL0vpRmlO6ZD5E8DQ7MM7bPu11Kza+KoJylWkh8vBGCAmhaXIhVKxBx6gteNPaFdpRO56VVKyNnZOVKyJYvJcTeHFks1LpBuio4gLw8WLpUjCMjoWvXUg4KqA+NXVnQJ3fCyd01ZV6NoHTPfBwt39D7ctaBC9+VSuOsMihnqZah67ocPmzs++STYjkC3eJEAl+DbhAUIfadSZEubwmM1aX8fOPEpfARJM9XWrsWTpwQ46FDSzoNRZjDj5KtLum6ZzpK98zHaD3WKCxo/A9wBkmjcVZZlLNUy9B1XcyUmSPg8IMoV+uTvCw4tsHr9tU05rwlFYrzEZLiIHmqkaPjFyR0XpLirLPJC5hDcOaV3hKc3GuM9fdEMt2z7t0hOLiUnC2FteiyHQDRQ62zwwdQzlIto9K90aJMPxDzD0cShgwRlXEOBxw5YrU1CsCl7TIZTh8Q23Wbw+Zp0mm7VNhZqtvcGB/53eVMyqV7lpgIZ86UkrOlsJZU05wfpZwlRS2i0jkC5quJVPmcpdBQ0Wrh6FHRH0/hA8TEQhOTAM/JXdLpfBUUwOnTYtyuHbRsWc7BMc+IZrogQiKbpkj3fih8EK0QjiwR44AG0gnCVhblLNUyKt0brV5bCHFJe6f/BQXytQe/7DJYtsxoZqqE8XwA86qJI0A6x8DpFNpeR44INflz0ulhY+xwSvd+ABQWisbes2dbbYkCgOOJkHtMjKMvkU4QtrIoZ6mWMWwYjB8vVpgqlCPgcBjLrwVnhZKwZJTWzFQJ41lIYQGkmhLItDxpS5UjI6F37wocmJlsjLUCKd+P4cPhggvg9tvFSq/CYlQIzg3lLNUy/voLZs4UOUr/+U8FcwTcQnG/lX2cTSm3mami5ln3f1CYI8YtbxQhp1qq7QKI173tNQh09efR+3VJ9n707GmMVWWqD2Ce62t5cjcoZ6nWsWSJMe7bt4J3irrEGEuY5F3ppHeFdzFrCUUOMfpTSaLtUvy7du47uHTPml9vbJ93uzTvh85Q0/l4sXzTjL0oyIG05WJcpxnUL6WJYS1DOUu1DLOzNGRIBe9UJ1ooKAMcWwe5mR62ylrKbWaqqHn8TA3DooaIv5Jou8THCzFUPz+IiIDXX6/AnXTdM13GA6BuCyneDzMDBkBAgBj//ru1ttR60ldBwRkxji5PBKz2oJylWkRWltEwtksXkS9RYaJdtc1aIRz9w+O2WUlpye1KGM8iCvPh6DIxDo6E0E7W2uNB9Ny4AwfE9ysjAx56qBK5cZGmBo5HlpR9nE0JCYF+/cR4506jHZPCAtz0lcrTtag9KGepFrF8uag4Abj44vKPLcEZkwiRnvgnkTDeN9+ICiUQf+fOVXovlnA8AfJdstaRQ6S6oq2UIGxphLQQ1akAGash/7RH7fMFLjFF/NXqkgUkxYl53ZzcfTxJinm+uihnqRZhDsFV2lmq39YYH1lsNNuVRBjvhhvgqqvEuKCg9NCcogY4stQYR1X2S+rbeCQ3Tn9PCnNFqEQylLNkMXrxQPpKsR0UAdtekWaerw7KWapF6M6SwwGDB5d/bAm6Pwt1XErCWVvED0oyYTxzDpeqxrEIc3gpcohlZngDjzSNNb8nEobi+vSBunXFePHiKiTDK6pHTKzoB4frjc9Jl26eryrKWaolHDsmZAJAaCuFh1fhQc77lzF2+Ev3A1LOksUU5hsVOMHRECpXhr1HmsbqCe8AR5d6yDLfITDQWNU9fBg6dVJ6ZzVOcLQxlnCeryq2c5beeecd2rRpQ3BwML169WL58uVlHrt06VIcDkeJ27Zt29yOmzdvHp07dyYoKIjOnTvz7bffevtl1DjLlhkTdaVDcDqnDxpjLV86nZeYGGjQQIyXLTPyuxQ1xLENkH9SjKOGSJWvBCI3LirK2O7atQpNY+s2g/rtxFjCvKX4eOOiDkToUgnE1jD7vjLGEs7zVcVWztKcOXN48MEHeeqpp0hISGDgwIFcccUV7D9H2cTff/9NSkpK0a1du3ZF/1u5ciWjR49m3LhxbNy4kXHjxjFq1ChWr17t7ZdTo4SHi0knPLwSkgFmkqfBnk8o+soENZZOGM/phEGDxDg9HbZssdaeWsdReUNwAAcPGs2aBw+GpKQqFhEU5S3lQbpcivrFk+CVQGwNs/FpOHNIjMO6KkFYE7Zyll577TXGjx/PnXfeSadOnZgxYwYtWrTg3XffLfd+kZGRREdHF92cTiNZbcaMGVx22WVMmjSJjh07MmnSJIYOHcqMGTO8/GpqloEDRYXX0aMwYkQVHkAXxgu/UGznpEGnx6UTxlOhOAtxS+4eYpUVXuMPk+KG7pRXCbe8paXVeCDfQwnEWsypfcY4cpB0grDVwTbOUm5uLuvXr2fYsGFu+4cNG8aKFeVfXfXo0YMmTZowdOhQlixxT4pcuXJlicccPnx4uY+Zk5NDdna2282XiY83msT26AE//FCFB9GF8SJNs3xEH+mE8a68UlzFLlsGEyZYbU0tojAP0v4U4zpNpFQMNmcMVLrAwozEeUseSYJXVB29aToYc70kgrDVxTbOUnp6OgUFBUSZg/5AVFQUqamppd6nSZMmfPDBB8ybN4/4+Hg6dOjA0KFDWbZsWdExqamplXpMgBdeeIGwsLCiW4sWLarxyryLx5vEmp2lo8vKPs6mdOgAsbFiJS4oyGprahHH1hv5SpLpK+m8/rooh5882RBfrBJ1mhjJ7xlrIP+UR+zzBfQkeP3jr1ISvKLqmOf0xgOts8MHsY2zpOMoNolqmlZin06HDh2YMGECPXv2pF+/frzzzjuMGDGCV155pcqPCTBp0iSysrKKbgcOHKjiq/E+Hm8S23gA4HpvJHSWFBYhsb6STp06orgiLs4oj68yeiiuMA/S5MlbGjkS5s2Djh0Nh2nwYCUQWyMUnBVFAwD1zoe6Ta21x8ewjbMUERGB0+ksseJz9OjREitD5dG3b1927NhRtB0dHV3pxwwKCiI0NNTt5qt4PAcgsCE06CbGmYmQm1Ud8xS1naQ4kTxq1gzK3KwUg89FTrox1t87iRT1ExLEyq6mwb59576PwgNkrBFip+AeQVAANnKWAgMD6dWrF4sWLXLbv2jRIvr371/hx0lISKBJkyZF2/369SvxmL/++mulHtOXadu25L5q5wDoPyStENL+qsYD+SaaJiqV/vtfKLYIqfA0umKwfsL3rw/b31CKweei3nnG+OhS6RT1g4KEQCXA3r2in57Cy5gjBcpZKoG/1QZUhoceeohx48bRu3dv+vXrxwcffMD+/fu5++67AREeO3ToEP/73/8AUenWunVrunTpQm5uLp999hnz5s1j3rx5RY/5wAMPMGjQIF566SWuvfZavv/+e3777Tf+/PNPS16jp7nmGti82dj2SA5A5CDY/qYYpy2DZldWy0Zfo7BQ5JScdknYfPqpeL9GjrTWLimJiYXTB2DXh2I7/4SUisEPPQTnnSeqLbt29cAD9pgOuz8WK0zpK8VNsvdt0CCjgnD5crj5ZmvtkR7lLJWLrZyl0aNHk5GRwdSpU0lJSaFr164sWLCAVq1EBn9KSoqb5lJubi6PPPIIhw4dok6dOnTp0oWffvqJK680Tu79+/fnq6++4umnnyY2Npa2bdsyZ84c+uiXNTanwFTxGRAAnTuLE3+1cgDMiX8S5i19/73hKIGRFD9vnnKYvEKoqfJNQsXg9HSR3A3QuzesXeuhB27xT9j5vhg7AqR738zyCsuWKWfJq5g1u+o2h5DWlprjizg0TXXfqS7Z2dmEhYWRlZXlc/lLAwaAroKQmuquIFwt5neE7L/Fye3GLPCvbsaq79C9uwjDmXE4RJsYs7qwwkPM7wTZJlV9yVZIvvvOuDh56CF49VUPPfDyG+CAsUou2/t28qRQ1C8oEBd55hVyhYdJXwO/uhYIWt0MAz631p4apKLnb9vkLCkqz5kzxlVsu3YedJQAIl1CMVq+dN3Pt28vuU8J43mJ5KmGoxTYCGKmSKcYbBajrJa+kpnkae6OUr220r1v9epBr15ivGULpKVZa4/UpKkQ3LlQzpLErF0LeXliPNDTkhmN5dVbUsJ4NcjZI8a48QCIeUY6xWBd1s3hgH/8w0MPqhUIx7JOM7F99gh0jZPqfQP3eUuSNFLfROUrnRPlLEmMWTHY486S+QeVJpezVLw7PChhPK/R8AJj3NjlSUikGPzpp7BhgxgHBXmwhU63OOFY6u9Z/klofrU075uOOW+pnJ7piuqgFcJR15sbFAGhHa21x0dRzpLEmCcXj13R6oS0MJIA01dCQa6Hn8A6dGE8c9hy4kQljOcV0kzLBY09/SW1lvh4uPVWY/vs2Wqq55eG+T1Lk2/pZcAAY6z0lrxEZjLkZYpx5CAp1fM9gXKWJEXTRNNcgOjo0vWWqkVSHAQ0EOOCs3BsnTSieCAcpk8/NbZzcqyzRWr0E7wzGBr1stYWDzNlSsl91VLPL41Ik7N0VL6ll/Bw+PlnUZxiUnxReIKkODFnm0Nw+WekmcM9ja2kAxQVx+EQy/+HDwtRN49fLDicQsFbJ3kypP4m8k0koW9f8PMTuksqX8ILnD4MJ3eLcfhF4JSrGV+NFAqExQghz/wTwvE0N1aThMsvt9oCSdEFYUM7G/tSfoaI6jQulBflLElO06bi5nFiYiEnQ6gtg+EoSVS6XL++mKjr1RM5XxKeh6wl3aT+LlkIDkQFanKy+z6PFwr4OaFxf0j5Bc6mCuezvqeXkRVSEhMLaOJCV6drnFRzuCdRYThF1en1uvt2lyetscOL/PQTzJkD996rHCWPYw4bSegsPf64+7ZH1PNLwywSK2HeEog8r+7dRTPi7t09nPdVm2l1k2nDAd1UFUtZKGdJUXU2Peu+vf4Ba+xQ2JOiE7tDyqX/sWNFnk337hAcLERN4+O9UCggeZJ3fLxIjE9KEknyuqK+cpg8QKLZo9ek0unyNMpZkpBdu+CCC+C++wyNF4+jN+5sYkoo2PG2+rEpKkZeNmRuFOMGMRDYwFJzvMXIkUL1/cwZ8dcrFZXhF4JfgBinyZfkXTxRXg+HezRRvjaSPA0Ofmtsn3e7dMKmnkQ5SxKyfDls3AhvveVFZ0krcOUomZZtG3SXThRP58wZ8V7myqOQYC3pq4S+C7iHkRSVx78uNHRVEmb/DWflkrpWivpeQiuAoMZi7HBC7zelE4T1JMpZkoz4eNF/Ssdrnf+6xYlEwIY9Rdk3iIocyUTxAOLiICxMtKpISLDaGkmQWF8JRGuOv/4SYaMawSwhkPZX2cfZEKWo7yU6PgA5Lse6YQ/wD5FKENbTKGdJIvTY/vHjxr5nnvFybN8ZCI0uFOOTu+FMqhefzBqaNDHaxigJAQ9hdpYi5XOWfvpJCMGGhcHHH9fAE0qct6QU9b2Euadn4wFlH6cAlLMkFVOmlH4F5vXYfuP+xjh9hZefrOYxq5//JddFuzUU5hkTdUgrqNvcWnu8gP49yc2FNm1q4AkjTL9ByZwlXVG/fn1j31tvKUX9amNegTR/fxSlopwlidi+vfQrMK/H9iNMVyWShQAAOnWCBg3E+M8/vRjarA0kxcHae6HgjNhu/A+plN91dGfJ3x8uuqgGnnD726KvF8Cx9ZB/Sqr3deRIeOIJY7tePetskQbzXN1YOUvnQjlLEtG+fcl9NRLbN5d9p8m3suTnZ/SoSkuDHTustcfWOJyw6wNjOy9bVOA4nNbZ5GGOHYOtW8W4Rw+oW7cGntThhJx0MdbyYd190r2v/U3n8xXyTTM1S2EeZKwR47otpVzd9TTKWZKI4jF8r4ngFSc4AkJdHtnx9aK/kGSYQ3FduihhvCoTE+ve1fzQj9Ipv5tP5ANqKhUkJhaam+JSuz+W7n298EJwunw/5SxVk+MboeC0GKt8pQqhnCWJGDFCLPuDcJS8JoJXGnrMuzBPhAEkIz/ffayE8aqIpkHuMWPbL1CqEzpY5CwB9HjZtOGQ7n0NCRErdQCbN0NmpqXm2BtzbqnKV6oQylmSiIQE46R+yy1eFMErDfPVSbp8eUtz5rhvK2G8KnJqD5w96tpwQGGudCJ45iKAGnWW9n5u2tAgWb4v5x13iArfhQtF6xNFFXHLV1IrSxVBNdKViK5dYcECWLmyhpJKzbhV48jnLO3cWXKfEsarAgmPGeOYOMAhcmtAipWQ3FxY40oFadNGyE7UCMnTREPU+h3ghOtLmTwZ2VaY/vMfqy2QAE0z5mj/EKGgrzgnylmSiHr14IorxK3GCe0AgY1EiCV9hbH0Ignt24veVGaUMF4VOLXPGDfuD9GXirEkqsEJCYYQZf+ajG7oivrOQEh0lY01v1aa91XhQU4fgDOHxDi8L/gpN6AiqDCcwjM4/IzVpZwMOFFKjwIboyfJ6/5fjSXPy0bRydsB4a7lT4lUg48fh/PPF+MaDcHpivrmytSgCGneV4UHUSG4KqGcJYXnMGt1SCYhoAvjdevm5Q7yMpN30tQ8tysEhFprj4eJj4fHH4eDB6FzZ4u0gBr1BodrpSB9pQUGeJ/CQti0CT74AHbvttoaG6KSu6uEcpYkYc0amDkTtmwRk4klSJ7kXSMd5GXm2Fqjea5kk7Teaig5WYThtm6FW2+1oFrSvy40vECMs7ZA7vFyD7cj77wDMTFw113w889WW2NDilaWHBDR11JT7IRyliTh88/hzjuFBtCvv1pkxOFfKPpK6StLEqkIK6qJeaXDHC6SAL3VkK7ubmm1pPm9TV9tgQHepa/p/K70lipBUhxsjHVf3f37v2p+riDKWZIE86TRp49FRjiDAdfKQfZWSHxSOhXhLVvEFW23bvD++1ZbYzPS5HWWLGs1VBpuzpJ8obju3Q3ZAOUsVQKHEzY/a6zu+gVLNz97E+UsScDp0yIsBCJXomFDiwyJiYVw00S95QXpVIRPnhS5EsnJok+cooJoGmS4TtxB4VC/nbX2eBjLWg2Vhltja/mcpYAAQxpl7144fNhSc+xDTCxEXmJsH1sr3fzsTZSzJAHr1hlilP2svmDvNNEYO5zS/RAvuEAkeIPQs1JUkBM7RJUkCIdaIlkJsLDVUGnUbQl1XAJP6augUD75gPBwY9yvn1LSrzDOIGPsFyDd/OxNlLMkAeaTdo1qu5SGOUdCK5BOnTkwEHr1EuNdu+Do0fKPV7gwr3A0ttqj9zyXXy4aLoMFrYaK43AYobj8E5C9xQIjvEd8vLtztH+/aj1UIbRCOLrE2C7Mk25+9ibKWZIAc9zeUmcpeRpsexX864ttv0ARE5fsB2levVu1yjo7bIXk5crr1xtVqHfc4QPVkhHyhuL0ZHozqvVQBVg/EQpciqnNrhYhOAnnZ2+hnCWbo2mGs9SwYem5EzVnjEtFuMlwsV2YC+3+TzoVYbOzpEJxFUQ/YTucEH6htbZ4AfP3wPJQOEid5O1TyfR2wqyeH9FPhOBipko3P3sL2zlL77zzDm3atCE4OJhevXqxfPnyMo+Nj4/nsssuo3HjxoSGhtKvXz9++eUXt2Nmz56Nw+EocTur9yzwcXbtgvR0Me7XzwgFWEKRirCptrdhd+lUhJWzVEnysiFzkxg36Cb6UUmGeYWxry9I1zTqKXJSQDqB2PbtS19ZUq2HzkGdaGOsz9ESqed7m0qdWjVNY+nSpUybNo3x48dz0003cf/99/Pxxx9z4MABb9lYxJw5c3jwwQd56qmnSEhIYODAgVxxxRXs37+/1OOXLVvGZZddxoIFC1i/fj0XX3wxV199NQkJCW7HhYaGkpKS4nYL1rN4fZz//tcYr1/vI3F7s7Mk2VUtiOaorVqJ8dq1RnK9ogzSVwOupQAJQ3CaZjjNoaHQqZO19gBCxqOhK7nuxHYjuV4CJk8u2XpStR6qAOkuj97hB43kW931NhVyls6cOcPzzz9PixYtuOKKK/jpp5/IzMzE6XSyc+dOJk+eTJs2bbjyyitZ5cUkjtdee43x48dz55130qlTJ2bMmEGLFi149913Sz1+xowZPPbYY1x44YW0a9eO559/nnbt2vHjjz+6HedwOIiOjna72YH4eHjzTWP76FEfSXRs2NPUckHOpB59den06ZINdhXFkFiMEkSCcWqqGPfpY/Hqrhm3UJw8v0O99VBMjKhM7d5dtR46J3knIStZjMNiIMCKXjz2pkI/6/bt27Nhwwbee+89srOzWbVqFfPmzeOzzz5jwYIF7N+/n127djFw4EBGjx7Nhx9+6HFDc3NzWb9+PcOGDXPbP2zYMFZUUJmssLCQEydO0KhRI7f9J0+epFWrVjRv3pyrrrqqxMpTcXJycsjOzna7WUHxREdLVYPN+NeBhj3EOHsr5GZaao43UKG4CpAUJ5JHzc7SsXXSKQb7XL6SzmnTar/+GUiiqD9yJGzcqFoPVRi3VkO+ECe2HxVyln7++Wfmzp3LVVddRUBAQKnHtGrVikmTJrFjxw6GDBniSRsBSE9Pp6CggKioKLf9UVFRpOqXdefg1Vdf5dSpU4waNapoX8eOHZk9ezY//PADX375JcHBwQwYMIAdO3aU+TgvvPACYWFhRbcWLVpU7UVVE59OdDT/IDPWWGeHlxg2TDilixaJHmCKUnA4RbXNEVe5sn8I/D1DOsVgs7PkE/lKOiGtjHH6CuEoKcXm2ol5ZVE5S1XCoWnFT7e+yeHDh2nWrBkrVqygn+ny7bnnnuPTTz9l27Zt5d7/yy+/5M477+T777/n0ksvLfO4wsJCevbsyaBBg/ivOSHIRE5ODjk5OUXb2dnZtGjRgqysLEJDa66TevfuQkna/AnqGi+6ordl7P0CVowV45g4iFEJBbWSdffB9reMbQkVgzMzRSPrVavgvvssVNAvjW/CRIK9joTvP0BenlhlqsHp1178cS0c+kGMr9oGoSobXic7O5uwsLBznr+rFF1fvnw5t9xyC/369ePQoUMAfPrpp/zpxf4PEREROJ3OEqtIR48eLbHaVJw5c+Ywfvx4vv7663IdJQA/Pz8uvPDCcleWgoKCCA0NdbtZwcSJ7omOlqoGF8ctyVuefAkz8fFGnyo9b0JRDD0cC1IqugM0aCBWGp95xsccJYAmlxtjh3yKzVu2wKBBEBYGzz9vtTU+iqZBhmsODmwoXauhmqLSztK8efMYPnw4derUISEhoWiF5cSJEzzvxW9rYGAgvXr1YtGiRW77Fy1aRP9ylBi//PJLbrvtNr744gtGjBhxzufRNI3ExESaNGlSbZu9zfffC0XpunUhKMhi1eDihLSB4EgxzlhtxMslIT5eJNMnJ8PZs+KvTyTX+xrb3zHGEiq6+zzmVSVNPsXmRo1g+XKxqqQEYsvg1B4462o1EN5HVMMpKk2l37Vnn32W9957jw8//NAtf6l///5s2LDBo8YV56GHHuKjjz5i1qxZbN26lYkTJ7J//37uvvtuACZNmsStpgSSL7/8kltvvZVXX32Vvn37kpqaSmpqKllZWUXHTJkyhV9++YXdu3eTmJjI+PHjSUxMLHpMX0XTxOSQmwv+/kYzXZ9wlEAsc4W7Vpdyj4veYBKhJ9frIVCfSa73JZKnwfH1YuxwQpenlWJwTZI8DVIWGtsNe0j3/kdHQ+vWYqxkPMrALV/JlyoQ7EWlnaW///6bQYMGldgfGhpKZmamJ2wqk9GjRzNjxgymTp3KBRdcwLJly1iwYAGtXKI3KSkpbppL77//Pvn5+fzf//0fTZo0Kbo98MADRcdkZmby73//m06dOjFs2DAOHTrEsmXLuEhva+2j+Gy5shmJ9ZZ8OrneVyg4A7hixA1ioPs06RSD33kHPvhArCwW+triqVYAXZ8xxCkLzkr3/oORVH/6tPgcFMVQyd0ewb+yd2jSpAk7d+6kte7Ou/jzzz8577zzPGVXmdxzzz3cc889pf5v9uzZbttLly495+O9/vrrvP766x6wrGZZbepX26ePdXaUS3Gdl/Nus8wUT9O+fenJ9UpF2ESTYbDlBTHWVxkly5l54QU4eBDq1ROJ3j6Frsx8+GdROp69FTrcB4ENrLTK4/TtC199JcarVkGPHuUfX+swX6iG+/YigC9T6fWIu+66iwceeIDVq1fjcDg4fPgwn3/+OY888kiZTozC8/hce4XSaNTbiI9LluStqwib8Znkel/B7YrWVz36qvPhh8JRAvHZf/+9tfaUifm9z1hrnR1ewjz/qbylYuSfgeOJYhzaSTpHuSaptLP02GOPcd1113HxxRdz8uRJBg0axJ133sldd93Fvffe6w0bFaVgnhR8dmUpoJ5QiwWhHpt3wlp7PIiuIty0qbHvrrt8KGfMF8gwLX+G+6pHXzXi4+Hf/za2T53y4QT/cLkrUy+4QBS6gHKWSnB8A2iuRC6Vr1QtqpTp8txzz5Gens6aNWtYtWoVaWlpTJsmT9Kgr5ObC3oufbt2EB5urT3losfItUKh3iwRI0fCN98Y27m51tnic2iacWIOCIPQ9tba42GmTCm5z2cT/N1WllaXfZxNCQqCnj3FePt2yJCnDV71cWs1JNcFS01T5bTgunXr0rt3by666CLq1VN9ZmqSjRtB18T02VUlnTMmXSz95ClJywUQ+RH+rsy/1fKdh6rO6QNw1vXZS1iuvH17yX0+m+Bfry0Eua6oMlaVjB9LgDkUp36HmFoNmZbajm+UZt61ggoleI8cObLCDxjvk+vQcmGLfCUdt5YLq4yWCzG+eAleeXRByvXrYetWyMoSAnm1Hsnzldq1K1l55bMJ/g6HcFgPL4CcDDi5G+q3tdoqj2KeB5OS4MorrbPFJ9BbDfnXF9t+gbDjbWnmXSuo0OWeuQ9aaGgoixcvZt06I6Syfv16Fi9eTJg6S9QImzcbY593lnq9Ds5gMT70g+EoSVQVpX8Gmia0XhS4O0uS5SsBjBvnvu1T6vmlIXne0iWXwCOPQKdOIkRa6xX1Y2Kh48OQ78oTLcyVbt6taSrkLH388cdFt6ioKEaNGsWePXuIj48nPj6e3bt3M2bMGCIiIrxtrwJ4913Ytw/mzBGq3T6Nww8ihxjbfoHS/WDNoVCVYOrCLblbvnLlkBBj7O/vY+r5peGWtyTfl3T5cnjlFdi2TSnqF2HOUZK01VBNUulEglmzZvHII4/gdBqdq51OJw899BCzZs3yqHGK0nE4oGVLGDUKTCLqvkvBWWNcmCuVgjCIlaXoaHGi7NTJamt8gIJcOOZS7q53PgTLdxFlzov5808fU88vDbPDmi5fUo9S1C+FbTOMsWo1VG0qLUqZn5/P1q1b6VAsOL9161YKfU7CVmE5ydPg6FJjO7yfCMWBNFc6558Phw8bDY1rPZlJUOiqQJAwXwlg4EAhQpmYKErXfZ7ABhDaEbK3QWaiuIDRw+MSoBT1i5E8DdL/MrY7PS7dvFvTVNpZuv3227njjjvYuXMnfV3JGqtWreLFF1/k9ttv97iBCpujFUDnJ2DLi2LbgXQtF5STVAzJ85UA7rxT3GxFRF/hLBXmwbEEaCyP7o5S1C9GYR44AkTz5JDW0ONF8A+Rat6taSrtLL3yyitER0fz+uuvk5KSAogWKI899hgPP/ywxw1UuDNxopgE+vaFG27w0Z5wZvSWC/vnwsmdcGwDDF0KzkALjVJ4FXO+kqQrS7YkvA/sni3GGaukcpYmTxY5SmZ8OuHe27QcCZtdYbdw129QrShVi0o7S35+fjz22GM89thjZGdnA6KJrsL7zJ0L//2vaNjp7w9OZ8kJwmeJ6COcpcIcEaYJ7221RV4hNxeOHoXmza22xEL0lSW/IGjQ3VpbFAYR8lbE6Yr6Y8eKBG+AL7/08Twyb5KuLlg8TbXWJUJDQ5WjVEPEx8ONNxqdzfPzxcqSbao9wuVWEc7NhQEDIDRUfC61lpwM4RQDNOol5Qrirl2Ql2e1FVUgrCs464qxhL/BkSPhlluM7WbNrLPFctyqUZWz5Akq7Sy1adOG8847r8ybwjvo1R5mbFXtYf7BSliNExgI6elCWT0hwVBYr1UkxcH6B43t8D5SqbWDCO306SOc4uuus9qaSrLpWQhuLMan9gl1fck+H7OMR61W8tadJYc/NOxhrS2SUOkw3IMPPui2nZeXR0JCAgsXLuTRRx/1lF2KYti+2qNhd6GxVJgr5VUtiDyy7dvFKlNiog1a0XgahxP2fmZsnzkEf78ulWrw7t1G7zHbrS45nMJJ0tnwEOz7UqrPRzlLQF42ZG0V44bdwb+OtfZIQqWdpQceeKDU/W+//babqrfCs7RvL2T8zdiq2sMZJK5wMlbDie2QexwCG1ptlUfp0wf+9z8xXr26FjpLMbGw5xM4uUts7/9aOtVgs+io7T7fmFjI3gL7vhLbuqMk0efTuTPUqwcnT9ZiZyljLeC6slYhOI/hsVqqK664gnnz5nnq4RTFePxx922fb69QGm6huDXW2eElzK1nJk6shS0XtEKRs6QjoVq7+QTs862GSqPHK6YNh3Sfj9MJvV21IwcOgKtgu3ah8pW8gsecpblz59KoUSNPPZyiGObqKqfTBu0VSiNC7iTvnTuNcWFhLWy5cGIH5GW6NvykVGs3O0sX2bGLyy5zlwUNkqZYZoq3qPWhOFUJ5xUqHYbr0aMHDlOmsaZppKamkpaWxjvvvONR4xQG5h/9++/D+PHW2VJlJK+Ie+45921zy4WRI62xqUZJfNIYd58GhQVSqQbn5IhcNBDh7wYNrLSmCiRPE59HaCfIduW0bIoT/Rsl+Hx0ijtLtkvErw6aZsytAQ2gfjtLzZGJSjtL1157rZuz5OfnR+PGjRkyZAgdO3b0qHEKA9tf0QLUOw+CIiAnXfygdW9CErZvL7nPVkn41eX0fmMc3geih4qxJKrBiYkieR9smK8E4nOImSryBxNdcf3m10rz+ej06QOXXCL+jhhhtTU1zKl9cPaIGIdfJBxhhUeotLMUFxfnBTMU5+Lf/xY9yDZuFEmMtsThED/gwwtcejy7oP75VlvlMVTLBR0HNHIljki0YmG+YLGls6Sr6R/5w9gXHGXsl4SmTWHxYqutsAilnu81Ku12Op1Ojh49WmJ/RkYGTqfTI0YpSjJsGLz4Ivz8s8hZsi0S6y1Nnly6vIOtkvCrSsFZyNwoxqEdITDMWns8THy8++d46pR1tlSbRr2MFQfJfoO1nnSV3O0tKu0sacXPBi5ycnIIDJRPrVfhYcwtFyTLWxo5UrSkadMGgoKMajhbJeFXlWMJonknSHdFGx8vEvUzM419jz1m48T9gHoQ1kWMs5Ih386en8INVQnnNSochvvvf/8LgMPh4KOPPqJevXpF/ysoKGDZsmUqZ0lxbsJNCVeSOUsgTqq26dfnSSSepHX1/OLhVVsn7of3gcxkIfdwbD1EDrLaIo+jabBjBxw7ZlOZh8pSmAfHN4hxvbYQHGGtPZJRYWfp9ddfB8TK0nvvvecWcgsMDKR169a89957nrdQwW+/QevW0LatBPnQ22ZAULjIWTqeCAU5sGW6SDKVLHeiVpFh0s2SzFmyvXp+aYT3gV0fiXHGGumcpdxcIbeSliZkVjZutNoiL5MUJxK7C1xdhPVWQ2pe9RgVdpb27NkDwMUXX0x8fDwNG8qlvuyrFBSIMM7Jk5L86B1OQ7iwMBfW3Q+7PpCq5UKtRF9ZcgZDg67W2uJhpEzcN6/wSpi3FBgoEr3T0mDTJjF/moIh8uFwwk7TYkVeppCJUPOqx6h0ztKSJUuUo1SDbNsmfugA7WSQzIiJhaZXGdu6oyRR1RTAF1/AfffBHXdYbUkNcDYNTu4W40a9wC/AWns8jJ64r6/q2lI9vzhhXcA/RIwlDIeDUbFYWAgbNlhri9eJiYUGFxjbhxdIOa9aSYVWlh566CGmTZtGSEgIDz30ULnHvvbaax4xTCGwfblyaXSLg8PzXRtyCeLpTJsmHN2AAHjnHQgOttoiLyJxCA7Eym63bnD4MGRlCemOyZNtnrjv5xTyDkf/gNMH4EwK1GlitVUexd90dhszBt56y8Y5ZhWh8KwxlrDVkNVUyFlKSEggz9ViOyEhoczjHLZPqPE9pHSWDv5o2igUsXXJfth9+ghnKS9PiBlKnWAqubO0c6fRxPqqq+DHH8s/3jaE9xHOEojPsPm11trjQeLjxUWKTkqKKLyYN09Shyk3E7K3uTYcRqshyeZVK6mQs7RkyZJSxwrvoztLfn7Qs6e1tniE5GmwaQrUbSGuaEGqlhg6ffrAJ5+I8erVsjtLcgvhSXnBAu6fVfpqqZwlKSsYy2P9A8a4/f9BUKSU86qVVFrBW1FznDolEksBunaVJEFRb7mQewz+niH2tb5FupYL5pY0a9aUfZzt0TRjZSk4Euq2tNYeL2D+/KRyliSW8ZCygrE8Th0wxuF9oM0tYizZvGolFXKWRlbCFY/3slLbO++8w8svv0xKSgpdunRhxowZDBw4sMzj//jjDx566CE2b95M06ZNeeyxx7j77rvdjpk3bx6xsbHs2rWLtm3b8txzz3G9DyQkrF8vkhNBoklaL2Pd+5Wxr/75EGPnbNmSdOsm8pTOnpW88/mJHZB7XIzD+0igbVES8+d34YXW2eFx6jaHOk3hzGHIWCsaH/vZuT2AgZQVjOURYLqS1kPhakXJo1SoGi4sLKzCN28yZ84cHnzwQZ566ikSEhIYOHAgV1xxBfv37y/1+D179nDllVcycOBAEhISePLJJ7n//vuZN29e0TErV65k9OjRjBs3jo0bNzJu3DhGjRrFaovPcPHxIilRx1+2NcAIuUuXAwKMsOmuXZCebq09XkNiMUqAnByRcwbiRNuggZXWeAH9M8s/Ycp5sT/FKxhBggrGstA043cY2FCqfpsgzoXdu0OdOkZXBEvQbMRFF12k3X333W77OnbsqD3xxBOlHv/YY49pHTt2dNt31113aX379i3aHjVqlHb55Ze7HTN8+HBtzJgxFbYrKytLA7SsrKwK36c85s3TNPELcL/Nm+eRh/cNCgs1bW6Epn2Ops0NF9uSMXGi8dn99JPV1niJtfeKz/BzNC1lkdXWeJxVq4zP8NZbrbbGC2x+0fj8ds6y2hqPMm+epnXuLD47Pz9Nu+46qy3yEif2GJ/h78Ottsaj6OdCh8P9ryfPhRU9f1daZ0nn6NGjLF++nD///LPUxrqeJjc3l/Xr1zNs2DC3/cOGDWPFihWl3mflypUljh8+fDjr1q0rqu4r65iyHhNEH7zs7Gy3myfRkxPN6MmJ0uBwGFe1ORmGTo9EmPOWpA3FmVcFG/W2zg4vIW2+ko7EeUsjR8LmzSJ/KS8Pvv3Waou8hMTVqMUT9fXVQivOhZV2lrKzsxk3bhzNmjVj8ODBDBo0iGbNmnHLLbeQlZXlDRsBSE9Pp6CggKioKLf9UVFRpKamlnqf1NTUUo/Pz88n3RUXKeuYsh4T4IUXXnALPbZo0aIqL6lMak1yovmHLdlEDe4nV+mcpaQ4SJoMmYliO7Qj/P2m2C8R0lbC6aT8aoz132DyNKk+x3btRDWxtEgcCvelc2Glv0J33nknq1evZv78+WRmZpKVlcX8+fNZt24dEyZM8IaNbhTXctI0rVx9p9KOL76/so85adIksrKyim4HDhwo89iq0L596StL0iUnSt5yoXVruOEGiI2FRx6x2hoP43DCpqmieSeAX7AoVXbIkSCsoztLQUEQE2OtLV7BWdcYZybDxmek/Bylxs1ZkqkCwbfOhZV2ln766SdmzZrF8OHDCQ0NpX79+gwfPpwPP/yQn376yRs2AhAREYHT6Syx4nP06NESK0M60dHRpR7v7+9PeHh4uceU9ZgAQUFBhIaGut08iZTtFUojQt4QAIjP7aab4Pvv4eqrLU5O9DQxsdD0SmM7M1HK9gqvvQZPPQV33SX6jUlHTCw0dFUiaAWweZqUn6O0FObBsfViXO88CG5srT0eRj8X6lh5Lqy0sxQeHl5q1VtYWJhXe8YFBgbSq1cvFi1a5LZ/0aJF9O/fv9T79OvXr8Txv/76K7179yYgIKDcY8p6zJpg5EihNKuXn3frJk6yPqBm4FkCG0L99mJ8PAEKcq21x8PExwvV4ORkISGQnCy2pXGYAhoYY0eAlCfYq6+GZ5+FN96w2hIv0s4kpeJwSvc5aho88wxceikMGmS1NR4mcxMUuNqcSBaCA3EuNGe5dO1q4bmwspnj77//vnbppZdqhw8fLtqXkpKiDRs2THvvvfcq+3CV4quvvtICAgK0mTNnalu2bNEefPBBLSQkRNu7d6+maZr2xBNPaOPGjSs6fvfu3VrdunW1iRMnalu2bNFmzpypBQQEaHPnzi065q+//tKcTqf24osvalu3btVefPFFzd/fX1u1alWF7fJ0NVyt4q9xRiVH+hqrrfEo3boZ1Rv6zeHQtO7drbbMQ3zT0PjsPkfTkqZabZGiKqy5R/rPsVs3oyru5EmrrfEg2981PretM6y2xuPk5Ghamzbis+vVyzvPUdHzd6XVe95991127txJq1ataNlSqPXu37+foKAg0tLSeP/994uO3eDhVs+jR48mIyODqVOnkpKSQteuXVmwYAGtWrUCICUlxU1zqU2bNixYsICJEyfy9ttv07RpU/773//yz3/+s+iY/v3789VXX/H0008TGxtL27ZtmTNnDn2kzOb0QcIvgr2finH6aqli7r6UnOhxEiYZYpQR/aHJ5aq9gh1JngY73hErg1oeBIRJ+Tn26SP6+xUWCrFfaVaY3PKVLir7OJsSGAi7d0NqKqSlWWtLpZ2l6667zgtmVJx77rmHe+65p9T/zZ49u8S+wYMHn9Npu+GGG7jhhhs8YZ6iskQUr4i71zJTPI3UKsKnTUKw4X2ME6sk7RU0Db74Anr3lryaSm8/dOQ3OLoM8rKg06PSfI46F10EH34oxqtXS+Qs6YUxfgHQqIe1tniR6Ghxs5JKO0uTpcsyVlhKg+7gFyi6ZGfI1URt8mSRo2RGmkR9s0pwhHztFXbvhltc7bVuuAG++cZae7yG3n4o/4RwlgAaD5CqqS5IKuORm2WorjfoDs5ga+2RnGpdL508edKr4oyKWoAzEBq6rohObDdCOxKgJ+o3a2bsu+MOSRL1JdZ2AXjrLWO8fLlESfll4aZ5JtdFC0DnzkYjcmkaWx9bB7iWrSUMwfkalXaW9uzZw4gRIwgJCSmqgGvYsCENGjTwajWcQmLME3W6LDOZYORIIR2gc/asdbZ4DE0zTqjBkRDSylp7PEx8PMyYYWwfPSpZFWNpmMPhEmqeOZ0ipApw4ACkpFhrj0eQ/ILlwAHxmf3f/8Fvv1ltTRXCcGPHjgVg1qxZREVFlSveqFBUiNMHjXHGGmg6XCSeagVGmMDG6BIQZ89KEgI4scNYAQzvU1I1zuZMmeK+bW6xMHKkNTZ5nbrNoU5TOHMYjq0FrRAcciVqXXQRLF0qxqtXg8Xpt1UnKU5IPBxfb+w7tl60jJJgvtRZvVok469fDw0bCukHK6m0s5SUlMT69evpIEWWqsInCGlpjDNWC0cp+RmReCoBAQHQsyesWAG7dkF6OkREWG1VNZC4FxWUXq0oTRVjeYT3gYPfQl62yIUJ62y1RR6leN6SbZ0lh1PMj/6uuKJfMGz/rzTzpY6vtRqq9KXDhRde6PH2HopaTs/XwFlHjA//ZDhKEiUMm3/sts+ZkLxcubRWj9JUMZaH5O2HpPkNxsRCx4cg/6TYLjwr3XwJEjhLH330ES+99BKffPIJ69evJykpye2mUFQahwMihxjbfoHS/fClqsZJl7cXFZQsK5e23VBxSsh4yEWzZiL3rGVL+PNPm7cfiuhrjCVUXc/PF+E3ED02IyMtNQeoQhguLS2NXbt2cfvttxftczgcRc1nCwrk0udQ1BAFpsznwlwRipNoApDGWSo4K/rAAYR2hMAGVlrjFcxJ+IGB0KmTcJSkqGIsj0a9AQegSeksxceL6lTd+dXbD82bZ8NctG0zjLFWIN18uXkznD4txr6wqgRVcJbuuOMOevTowZdffqkSvBWeIXkaHF1ibIf3lU5FuFUrcXWUnw+uHs725HiiaN4JUuYrgeHMBgVBdrakDXRLI6A+hHWBrE2QmQz5p8G/rtVWeYwpUwxHCWycuJ88DdJXGNudHpduvjRfUF7kI5H+SjtL+/bt44cffuD8888/98EKRUXQCqDzJNjygr5DxOAlUhF2OGDjRoiKsnnxmDkEFyGfs5SbKxS7jx2Djh1rkaOkE9FHOEtaARzbAJH/sNoijyFN+6HCXHD4g5YP9c6DHi+Cf4hU86Wv5StBFZylSy65hI0bNypnSeE59HLXA/OEMOXxBLj0D3AGWWqWp7Fart8jSK7tEhgIP/8sTqLHjlltjQWE94FdM8U4Y7VUzpI07YdaXA+bnxVj/TcoyYqSju4s+fuLSmJfoNLO0tVXX83EiRNJTk4mJiaGgIAAt/9fc801HjNOUcsI7yOcpcJcOL4RInxk/VVhoDtLzmBoEGOtLV7E4bB5uLSqhMub5C1N+yHJL1g++0zkLIFwln7+2TfCpJV2lu6++24Apk4tqemgErwV1SKiL+z9VIwzVkntLBUW2rA569k0IXwH0KiXaN6pkIuwLiKkk39KOvkAvf3QhAnGquG0aTZM3E9fZYzNVXESEB8P48YZuWU5Ob6ThF/p6bqwsLDMm3KUFNVC8pYLINpoDBkiRClt1/okY60xbiSfI6tpUOunMD+ncIQBTu+HM6nW2uNhRo6El182tm2Zk6avLPkFQsMLLDXF05SXhG81dru2VchMg25G52zJQgA6iYnwxx9w/DgkJFhtTQVJihMVOObP5MxBsV8iduwQbRUuuQQ+/dRqaywiKQ4KTR5jxhrx2SfFWWOPF+hrWoxZtars43yS3OOQ7cpIb3iBdHmdvpyEX+kwHMCpU6f4448/2L9/P7m5uW7/u//++z1imKIW4hcADXuKstiTu+BsOgTbuS9ISfr0gU8+EePVq6FfP2vtqRB6e4V6pqKO/d9I2V7hxAlYsgSGDrXaGotwOCH9L2N766uQtkyqz7pjRwgNFbIQttM8M6/uSpiv5MtJ+JV2lhISErjyyis5ffo0p06dolGjRqSnp1O3bl0iIyOVs6SoHhF9DQ2RjNXQbIS19ngYcxnsww/Dxx+LBFOr4/HlEhMLaJBsyoSNmSJtBQ74TrlyjRMTC3lZsO1Vsa07ShJ91n5+cOGFsHgxHD4MBw9C8+ZWW1VBJM5XAnjgARg/3gjF+ZJ6fqXDcBMnTuTqq6/m2LFj1KlTh1WrVrFv3z569erFK6+84g0bFbUJiatxAHbuNMaFhYaKsM+3XWg12rThBzHPWGaKt9BDMg6HOJnWWnoWm8e7PGmNHV7EtqE4ySvhQkLEX00TlXDduom50ReS8CvtLCUmJvLwww/jdDpxOp3k5OTQokULpk+fzpNPyvejUtQwkid5P/ec+7YvJTCWS+Ik00ahyGORiDNnhGgoiPYmYWHW2mMpxT/b9Q9YY4cXsWX7Ic3UhiYoQghSSobZcf3hB5Hj6QuOElTBWQoICChqcRIVFcX+/fsBCAsLKxorFFWmbksIjhLjjNWgFVprj4fZvr3kPl9JYCyT5Glw8Ftj+7zbRQ6TRA5TQoJoRQO1OAQH4jNNfgaaDDP27Xhbqs8abOosndwFORliHH6RzVsBlI7ZWfKVNic6lc5Z6tGjB+vWraN9+/ZcfPHFPPPMM6Snp/Ppp58SEyOvSJ2ihnA4RCz+4PcidyJ7O4R1tNoqj+HLCYxlohVAcBM4mwIOP+j1BoS0Ue0VZEQrEDlKURdDyq9iX8NeUn3WIPo0du4sqh8HD7bamgpiXmkPly9fKSfHqBBu1873RGEr7Sw9//zznDhxAoBp06bxr3/9i//85z+cf/75fPzxxx43UFELCe8jnCUQq0sSOUu2VBHu/KjRXiGsi2i4KlHCLyhnqQi99VD+aVEZpxVAYY6xXyI2bbLZ4ow5X0nCvowbNwqHCdxzynyFSjtLvXv3Lho3btyYBQsWeNQghaJEkvd5/7LOFg8zciTMnQtjxoiwj58ffP2178TlS+XYemNlQcIr2vh4I8He4RB6SxdcYKlJ1uNfFxp0h+MbIGsz5GVDQKjVVnkUWzlKUCy528diVB7AHILzxQsWJUqp8D3CewOumSzdTqUqFeOf/4QPPoA5c2DPHh+XDQCpy5Xj48XnkZcntjUNRo2yQXViTVD0WWvu+j6KmqfgrGgwDhDaAQIbWGqONzCv7vriylKFnKXLL7+cFStWnPO4EydO8NJLL/H2229X2zBFLWbraxDUWIwzk0RIQDIV4dtvFyflli1tcIUrsbOkt1cwY4vqxJrA/FlLeNGio2lw6JDVVpRDUhysux8KXR59eF/p5kMwVpaCg4VkgK9RoTDcjTfeyKhRo6hfvz7XXHMNvXv3pmnTpgQHB3P8+HG2bNnCn3/+yYIFC7jqqqt42dx8R6GoLA4n5BwVY61ATBS7Z0qlImwbNA3SV4pxQCiEypM/Br7dXsFywuV3lh5/XCjqHzkimus2bGi1RaXgcMKuD43t3AxI/kSq+TAtDXa7enT36gUBPtiju0LO0vjx4xk3bhxz585lzpw5fPjhh2RmZgLgcDjo3Lkzw4cPZ/369XTw6bIehS2IiYVj6+DQD2Jbd5QkSyq2BacPwFlXM9XwPqIaTiJsWZ1YU9Q/HwIbQe4xyFhliIJJxJkzwlECWLsWhg0r/3hLiImF/V9D1iaxfWi+dPNhVhZcdZVYXfLFEByAQ9OKX1dVjKysLM6cOUN4eDgBvugG1iDZ2dmEhYWRlZVFaKhcSZCWkZkMC/S1WD+4Wa7SZRCtFv76S0wQzzzjo0KI+76Gv1zq3V1joZs8V7Ng5CwVb6/gK6rBlrN0BBx2FfFcvRPqt7XWHg/z+edwyy1i7O8v5AR8sv3Q923g1F4x9guEMTmWmuMtNA3OnoU6dWruOSt6/q7yZWJYWBjR0dG13lFSeIn95gxb+RSjAZ5/XuQtvfaauKr1SczhFwkr4bp0gWuuEbljQUG+1V7BJ5A8FJeVZYzz8320/dCZVMNRwgGFuVLOhyAuVmrSUaoMcq2pK+QgeRpsioMQk5y/ZIrRYJP+VBnm5G4frOetJr//Ltoq7NsHL7zgW+0VfAJzkneGr35Jq87777tv+2T7oQ0PGeNOj4oQnITzoa9TaZ0lhcLr6CrChTmw2dVMreUo6VSEfd5ZKsiFYxvEuH47CPIxSV0PYH7f+/Wzzg6fJfwihIyHJuXKki3aD53aZ4wj+kILlzcvyXx49qwIgfr7uDdim5Wl48ePM27cOMLCwggLC2PcuHFFSealkZeXx+OPP05MTAwhISE0bdqUW2+9lcOHD7sdN2TIEBwOh9ttzJgxXn41inLpFieSFyNMZ686TaVTEW7bFiIixHjVqpJVWZaTuVE4rCBlCA5gpavQLzAQevSw1hafJDAMwjqJ8fFEyD9jqTmepn37kvt8LsHf4TTG+pwYEyvNfPj55yJfc/Bg+OMPq60pG9s4SzfffDOJiYksXLiQhQsXkpiYyLhx48o8/vTp02zYsIHY2Fg2bNhAfHw827dv55prrilx7IQJE0hJSSm6vV98bVZhDZLrvDgcxupSRgbs2mWtPSWQWF8JxHu+Y4cY9+wpcpYUpaA7ylq+IYwoCaW1GfKp9kOFeaIyGCCkNdSJttQcTxMfD489BqdPw7JlsHy51RaVTaWdpdtuu41ly5Z5w5Yy2bp1KwsXLuSjjz6iX79+9OvXjw8//JD58+fzdxnrpWFhYSxatIhRo0bRoUMH+vbty5tvvsn69evZv3+/27F169YlOjq66Bbmk2VJtZCgcKjvuvQ7vgEK5KsA8elQnOTOkgrBVRCJL1pGjoTPPjO2g4N9LME/MwkKXKt5EXJ9SfVK1GPHjH2xsT6WXG+i0s7SiRMnGDZsGO3ateP555/nUA1In65cuZKwsDD6mBrG9O3bl7CwsAopi+tkZWXhcDho0KCB2/7PP/+ciIgIunTpwiOPPFLUKLgscnJyyM7OdrspvIQ+QRSa8mckwqedJT2h11kHGsRYa4sXML/fvqrt4hNInuQ9dix07y7GwcFwxRXW2uNG2kpjLJmzZDf1/Eo7S/PmzePQoUPce++9fPPNN7Ru3ZorrriCuXPnkqc3WPIwqampREZGltgfGRlJampqhR7j7NmzPPHEE9x8881uWgpjx47lyy+/ZOnSpcTGxjJv3jxGnkNk44UXXijKnQoLC6NFixaVe0GKiuN2Vbuy7ONsyoUXGhOGzzhLSXGQ8AScdEnqNuoFm1+Urr3CStPXSa0slcO+b4S2DxgrS5K123jzTdH1Pj1dOEw+g3nOk2x1127q+VXKWQoPD+eBBx4gISGBNWvWcP755zNu3DiaNm3KxIkT2aEnApyDuLi4EsnVxW/r1ol4raMU5VhN00rdX5y8vDzGjBlDYWEh77zzjtv/JkyYwKWXXkrXrl0ZM2YMc+fO5bfffmPDhrJXMSZNmkRWVlbR7cCBAxV6vYoqYL6akvCqNjRUaP2AmKxPn7bWHkAklG59ydjWNFGqbE40tTkFBbBmjRg3awbqeqcc/ALEyi4IRfcNj0r3fRg4UGhsOX3tJRWt7gZDg+7W2uJhbJFcb6JaCd4pKSn8+uuv/PrrrzidTq688ko2b95M586def311895/3vvvZetW7eWe+vatSvR0dEc0TXpTaSlpREVFVXuc+Tl5TFq1Cj27NnDokWLzqmw3bNnTwICAsp1+IKCgggNDXW7KbxEWFfwryfGEq4sAbRqBSEhwie56CIfiNnHxELjgcZ2+l/StVfYsgX0aLsKwZ2D4t+Hba9I933wSc4eNa3u9gZnoLX2eJjiSfS6er7PJNcXo9LKBnl5efzwww98/PHH/Prrr3Tr1o2JEycyduxY6tevD8BXX33Ff/7zHyZOnFjuY0VERBCh106XQ79+/cjKymLNmjVcdNFFAKxevZqsrCz69+9frq2jRo1ix44dLFmyhPDwc+vEbN68mby8PJo0aXLOYxU1gJ9TaL0c+R1OHxS3us2ttspjxMfDTz8ZE8WWLSLpcd48i1sumFcN/AKlOzHWqwePPipCcUOGWG2NDej0KKS5SpUcTum+Dz5Jurz5SgDXXQd16xqr6d26CUfJZ5Lri1HplaUmTZowYcIEWrVqxZo1a1i3bh133313kaMEMHz48BJJ1NWhU6dOXH755UyYMIFVq1axatUqJkyYwFVXXeXWuLdjx458++23AOTn53PDDTewbt06Pv/8cwoKCkhNTSU1NZXcXLGkvGvXLqZOncq6devYu3cvCxYs4MYbb6RHjx4MGDDAY/Yrqol5opCsGkdPctRj9z6hIFyYB2l/mbbla6/Qpg1Mny5Kle+912prbECaqZBGK5Du+wCwYYP43V1xBezcabU1FKtGlc9Z2rbNcJSuvdb31fMrvbL0+uuvc+ONNxJcThZcw4YN2bNnT7UMK87nn3/O/fffzzBXW+hrrrmGt956y+2Yv//+myxXs5+DBw/yww+ia/0FF1zgdtySJUsYMmQIgYGBLF68mDfeeIOTJ0/SokULRowYweTJk3H6XPC6FlM8ybvlDdbZ4mF8Mslx3f2guYo1Wt0EoZ1EjgqoFYXaSPI02PoiBIZDboZYWZLw+7BwoREC+usvOP98a+2RObkbhHOqY4cCi0o7S+UJQXqTRo0a8ZlZEKMUNNNZp3Xr1m7bpdGiRQv+8GXJUIUgXN6KuPbtRfNO81fV8iTHoqadQER/6OBaepGkvYKikujth07tht2zxXbbO6X7PphP2CtXwr/+ZZ0tFOZDhqu7dkgrqCNfWsgttwjV7pUr7aGebxsFb0UtJjhC9CYDOLZeKnHKyZON0JuO5UmOgQ2McWNXTqBE7RU++gg6dRLdzbt394GEel+nqP2QKT80tIM03wedCy8EP9cZcaXV12SZSVDgilFJGILTadECRo2Cdu2stuTcKGdJYQ/M4pTHEy01xZOMHCmSudu0MfZdfrnFsXs9P8VZFxp0s9AQzxMfDxMmiHyJs2fFqt4//6kcpgphdpbSKi4GbBfq1RNJxgCbNhnVkpYgeb6SHVHOksIeSCxOOXIkJCQYV7UV1Fn1DqcPwWlXO6Dwi8DPx1uBV5IpU9y3fSKh3i6EdYIAVyuo9JU+2Pm5+uihuMJCQ4fLEsxznKRNrO2GcpYU9uD4RmOsTyQSqQiHhkKMq6NIUpKFV7XmSbpx2bIcdqW0xHnLE+rtgsPPWOU4m+qe2yYJxfOWapykODGv6b9DZzAcXiDNPKfz4YcwcSJ8/bXFK3iVQDlLCnsQbEpwTF8pJhTJVIR1yTBLr2rN4ZUI+ZylVq1K7rM8od5OmENCEobizM5SJdqOeg690vDkLrEdFAmbpkg1zwF89RXMmAGjR0NmptXWVAzlLCnsQbfJEOJK7Dl9QEwokqkIm/VV//qr7OO8SrrZWZJv+b+4AKWvqwb7HObVxnT5nKW2bUGXDPz5ZwsKAGJiodXNxvbp/dLNc/n5xsVg8+b2aTWknCWFfWh9kzF2+Es1gYC7s2TJVW3+GTjuEj8J7QhB51a8txvm3nuBgSKhNz7et8XwfIrwi0Q4DqR0lr791j0sZEkBgLlDgYTz3KZNcPKkGNtBX0lHOUsK+3BqvzHW8qVTEW7TBqKjxXjlShGOq1GOrRfq3SBlCA6MFbvgYHFS9HXVYJ8jIBTCXMl1mUmQZ5OEkwqiK+rrWFIAsO8rkwHyzXPmC8FyupX5HMpZUtiD5Gmw1yRKWqepCMVJNJE4HMbkkZ0t+sTVKG4hOBtd8lWQlBTQGwtceKFYWVJUAT0UpxVChpUlY57HckX9pMlGNWq980UITrJ5zpw4r5wlhcLT6CrCYV3F9tkj0OVp6VSE9ckjLAz27avhJzc7SxJWwpmvaFXrx2ogsd5S+/buK0tQwwUApw8a48YDRAguZqpU85z+OwwOhmKdyHwauURUFPKiqwWfOQxZm8TkETUEoodaaZXHuflmGD4cOnc2dJdqBE0zTnwBDUTOkmSkpYnk3RMnlLNULSRO8p48WeQo6Yn/NV4AEGryyhr/Q/yVKGdp1izYvVuM/fxg/nyhM2cH1MqSwl40Np3l0qwqGfMeTZpA16417CgBnNwNOWliHNHPSOKViLvvhuPHYePGklVxikoQ0gaCo8Q4fZUIx0mCrqjfrRsEBQmpiRkzajCvzTynNZbLo4+Ph/Hjje3Tp+2lni/fjKiQG8mdJcuQPASn43SKE2G9elZbYmMcDiMUl5cJ2dssNcfTjBwJL70EOTmwdy8cOlRDT6xpkO6a0wIbua8ySUBx9Xywl3q+CsMp7EVIa5HcfeawEKcsLAA/uQTbapSkOCF4d+awse/ELrFfskapCg+RFAcFp4zttBWwf54IjUvynenRwxj/+WcNPWn235CTIcaNB0i3urt9e8l9dlLPl+vTUMiPw2GsLuWfgKxka+3xAkePQlwcDBtWA1ddumLwwW/1HbBntnSKwQoP4nBCyq/G9o53pFPTj4yEdu3EeN06OHOmBp40Xd4QHPhA8nw1Uc6Swn5EyB2K0zSxZL1okXCavKoiHBMLXZ4S1YXi2aVTDAaROH/55cL5zMmx2hqbExMLXZ8xto8nSPmd+YcrvzovTzhMXsc8l0XI5yxNnmwkzYP91POVs6SwH5H/MMZpNbVGXnOYW51oWg2oCDc2vZ8OP+lOeoWFonXFL7/AW28pfSWP0G0KYFomaHeXZaZ4i3+YfhY10n5In8v8AiG8dw08Yc1iTp4PDrafer5ylhT2o0F38A8RYwlXloonQnpdRXjzC6YnK5RKAA9g61ajWeeAASVDAYoqkDwNMKk3rn/AMlO8hdlZ8nre0tmjcGKHGDfqDc5gLz9hzfPLLxATAwkJIqxpN/V85Swp7IefP4T3EePTB9zboEhAjSZCJk+DtGXGdsdHpFMMNq8KKH0lD5A8TXxHWo819u37SqrvDIicpcaNxfivv7zcfsgs7ilhvlJBAYwaJfKWzMnzdkI5Swp7Yg4dSba6VKOJkIU5RmJuvfOg58vSKQYrZ8nD6Gr6vd+kKBQX3ESq7wyI35z+fcnMFCuUXsOcTmCe2yQhOVm0cAIjcd5uKGdJYU8k1lvSEyHNeC0Rsslw4yTXeKD4GxMrTQl4fDx85epL6nDAfrkWIa2hW5z4jgQ2hAau9kM5R6DTQ5aa5Q1qLBTnltwtn87Z8uXG+B829QWVs6SwJxF9DR2SdLmcJT0RMjTU2Pf6616K76eZZrHIQV54AuuIjxeJ8bm5YlvTYMwY+ygG2wLdwdYKIW1l+cfakH/8A/z9oU8f99+jR8k/A8fXi3FoBwiO8NITWYfZ0Rw40Do7qoNylhT2JCAUGnQT48wkyMu21h4PM3KkkA3QCQjw0hMdNTlLjW06i5XBlCmlhzPtohhsC8zfGbPjLQm9e0NWFqxaBTfd5KUnObYWCvPEWMIQnKYZK0v16okqODuinCWFPUmKA4erBlwrFD2qkqeJ/ZJgvgJb7o3zUGGB0eYkOArqn++FJ7GO7dtLD2faRTHYFkTK7Sw5nVC3rpcePCnOVWBhWhnPyZBqDgPYswdSUsS4f3+xUmdHlLOksCcOJxxbY2xvfkE6FeELLoB77oHPPoOXX/bCE5hX5BoPlK6mvn37kvvspBhsC+o2E411AdJXQ4FS/Kwwunr+7tnGvoPfSTWHgfuFnl1DcKCcJYVdiYmFjg8b20eXSqci7O8Pb78NY8dCixZeeAK3fCUbz2JloCfE21Ux2Dbo353CHDhWE1LXNU98vFDSDw72oKJ+TCzETIETJq2QmClSzWEgR3I3KGdJYWd6vuK+3fkxa+ywKxLnK4H9FYNtg/m7c1S+UNzcuaJQIClJtMrxqKJ+82tMG34Q80yZh9oVPbk7IAAuushaW6qDcpYU9qW4CN7a/7PGDjuiacbKkjlZXjJGjhRKwXZUDLYNkuctTSs2zXhUUT/xSdOGfOr5ublw/vkQFga9enkx/6sGUM6Swp7oKsLNrzP27Z4p3WQDkJ4O331XctKuFid2Gs1zI/qDn1x5EooapH57CI4U47S/ROGARHhNUT95GqT8bGy3u0c69fzAQJg/HzIyxBxmZ5SzpLAnuopwz1eNffXaSqciDGJ15Prr4Zln4PBhDz2o5PlKJ0/CI4/ADz/A8eNWWyM5DocRisvLgqxN1trjYbymqK/lg7OOGAc2Eorokqnn6zidEBVltRXVQzlLCnuiqwiHtIG6zcW+MynQ9SlLzfIGXpEQSJM7X2nFCnj1Vbj2WnjyyXMfr6gmEucteU1Rv+UNUHBGjCMHCpFdydTzu3eHOnU8mBRvIbZxlo4fP864ceMICwsjLCyMcePGkam3Ei+D2267DYfD4Xbr27ev2zE5OTncd999REREEBISwjXXXMPBgwe9+EoUHsXhgMjBYlxwGjLkq8YZZBLW9pizpJ/Q/IIg/EIPPajvsMzUG3iQXMLkvonEeUt6oUBQkLHv8889kP925A9jrM9hkqCr5ycnw9mzHk6KtwjbOEs333wziYmJLFy4kIULF5KYmMi4cePOeb/LL7+clJSUotuCBQvc/v/ggw/y7bff8tVXX/Hnn39y8uRJrrrqKgoK5FsKlRbzRHP0j7KPsyn9+oGf65dqdgKqRFIcJDwGJ3eJ7fCLYMvL0gnh/WH6GgyW6zzkmxz4DvxcIrFpy8XSi0QisSNHwvjxxnajRh540KPyOku6er6+IufRpHiLsIWztHXrVhYuXMhHH31Ev3796NevHx9++CHz58/n73Nk2QUFBREdHV10a2T6lmdlZTFz5kxeffVVLr30Unr06MFnn31GcnIyv/32m7dflsJTSO4shYZCjx5ivGkTHDtWjQdzOGGrWeHSIZ2Y55kzsMalV3r++dC0qbX21Ar8AqDQ1YTvTApseEi679WQIcZ46dJqPpimQZrryicgDBp0r+YD+hYyqufbwllauXIlYWFh9OnTp2hf3759CQsLY8WKFeXed+nSpURGRtK+fXsmTJjA0aNHi/63fv168vLyGDZsWNG+pk2b0rVr13IfNycnh+zsbLebwkLqt4PgaDFO+xMK8621xwvoeUuaBtHR1cgBiImFRiaxk7Rl0ol5rl5tNM9VIbgaIiYWooYa23/PkO57Zf4u/VHda7LsbXDWdS5q/A/pqlFlVM+3hbOUmppKZGRkif2RkZGkpqaWeb8rrriCzz//nN9//51XX32VtWvXcskll5CTk1P0uIGBgTRs2NDtflFRUeU+7gsvvFCUOxUWFkYLr8grKyqMwwFRQ8Q4/yQc22CpOd4gMNAY5+VVMweg4JQx9guU6oQGKgRnGTHmjGc/6b5XUVHQqZMYb99uOORV4uhS0wMPqcYD+SaPFdMHlkE931JnKS4urkQCdvHbunUiYddRSt8qTdNK3a8zevRoRowYQdeuXbn66qv5+eef2b59Oz/99FO5dp3rcSdNmkRWVlbR7cCBAxV8xQqvIXkobv589+0q5wCcOQJZm10bDhE6kUjXBVRyt2WkLjZtFEKyjRNUyuCNN2DtWjhyxP0CptJInNwN7jldTqcc6vmW9v+99957GTNmTLnHtG7dmqSkJI4cOVLif2lpaURVQryhSZMmtGrVih07dgAQHR1Nbm4ux48fd1tdOnr0KP379y/zcYKCgggyl0YorKe4s9T5Uets8QK7d5fcV6UcgHX3GePOTwidl2RXiwUJVgJyc2HlSjFu2RJat7bUnNpD8jTYNEVonenFA8mTAYcU3yudyy7zwINomnFB518fGvbwwIP6FkuWGOMvv4Qbb7TOFk9hqbMUERFBRETEOY/r168fWVlZrFmzhotczWVWr15NVlZWuU5NcTIyMjhw4ABNmjQBoFevXgQEBLBo0SJGjRoFQEpKCps2bWL69OlVeEUKywjtKFSEzx4V1TiFBVLlAbRvL3pTmalSDoB+IgOIuhiauGZ/SYTw1q0TCd6gQnA1ii4S6xcAGyeJfc2uluZ75VFO7ICzrjSPxgPAz9LTsFcwO0vmxHg7Y4ucpU6dOnH55ZczYcIEVq1axapVq5gwYQJXXXUVHUxni44dO/Ltt98CcPLkSR555BFWrlzJ3r17Wbp0KVdffTURERFc71oLDAsLY/z48Tz88MMsXryYhIQEbrnlFmJiYrj00kstea2KKuJwQGNXzCUvGzI3WmuPh9Fj/Xp0uMo5AHmuYgS/ADFRgzRCePHxcMcdYtm/Th1RRaioIXSR2KhLjH3OulJ8rzyOxJIBAFlZsMGVNtq1KzRubK09nsIWzhLA559/TkxMDMOGDWPYsGF069aNTz/91O2Yv//+m6ysLACcTifJyclce+21tG/fnn/961+0b9+elStXUr9+/aL7vP7661x33XWMGjWKAQMGULduXX788UecTnlWJWoN5onnyFLLzPAGujBet24QHFzFHIBT++HkTjGO6Af+Nu5qWQxdBG/7digoEEJ4b79tbxE8W9Kop2jMDHDk95L14xKwaxe89BJccYX7CkqFMc9NEjpLy5ZBYaEYX3yxtbZ4Etus/zVq1IjPPvus3GM00w+zTp06/PLLL+d83ODgYN58803efPPNatuosJiixGXE1Vunh0QuhVYgxRXuyJHiVmWOmGb2SIlmMcoXwavWe6aoHH7+wgE49CPkpInfZIOuVlvlUdatgyeeEOMePSrhECTFiZYm+sqSsy6k/CJuEsxPOhtMxcgyOUu2WVlSKM5JnSbGOG25qMaRTBgPhCOwY4e4wq0UZmcp+pKyj7MhMorg2ZYo0xnySFWWXnwbcy5cpcQpHU6R9H7mkNiu00QkxUs2P02eDHv3wscfy5OvBMpZUshEzDMQ6hJCyT0uJibJhPE2bYJWrUTC9yuvVOKOmibCIiAq4ML7lH+8zfBaZ3hF5THnLenfOYmIjjZU4VeuhJiYCoZ7Y2Kh+XXG9sld0s1POq1awW23QTEJQ1ujnCWFXLS72xg7nNJNRG3aQEqKGC9eXP6xbpzcBaddemCNB4BTLumL4p3hZRDBsy0NYiAoXIyPLBWVqRIRHw+HDxvbmzdXQiDWWccYOwKkm59kRjlLCrk4sdMYawXSCS6GhEDfvmK8YwdUWA/VHA6JkisEBzBsmNFs2OGQQwTPtjj8jJy4vEzpKlP1/DidCgvEaoVw8HvTdp5085PMKGdJIQ/J02D7m0LoDcDhL3KWJJuQhppacP1e0SiHORwiobO0fLlRgXP33ZCYqBwlS3HLW5IrFFfl/Lh190LBaTFudrUIwUk2P40ZAw8/DD//bLUlnkc5Swp50IXxWrjKn7R8OO926YTxLjH5OhVylsz5Sv71oVEvr9hlJb/9ZoyVRJoPYHbIU+VylqqcH2de9Y6+TITgYqZKMz+lpcGcOfDaa3KGv5WzpJAHXRgv2tSTIDhaqrJcEGG4Oq7Uh8WLKyBlk7XF6HAeOUhKxWDdWXI45CpXti2hHYzq1LRlUJhnrT0epHh+HFQ0P87kYelzlCSCsCC0p3T27pVP40w5Swr5iDYtLaQuss4OLxEYCAMHivGhQyJ3qVwkz1c6csRoBdO7t1wVOLbF4TDylvJPQcY6a+3xILpAbJs2xr7LLjtH2LfgrHAaAeo2F86kRMTHw6uvGtvp6ZVIercJyllSyEedKFGRA3BsPeRkWGuPF6hQ3lJSnMiHMOeMnNgp9kuE+fWrEJwPkX/CGOvfweRpUnz/Ro4UMh5jxwo9oY8/Pscd0lYIhwnExVzxOJ7NmTLFfbvCSe82QjlLCjkpCsVp0iWYgnveUpkSAg6nSCBNcWVbOoNh57vSieCpfCUfpd75xvjI78JRkkgktm5d+OwzoSfUrNk5DjavcJvTBCRh27aS+2QThVXOkkJOzBNS6m9lH2dTevQQk7Wfn1jq7t69lCXvmFg4/27jirbgrHQieJoGi1znoeBg6N/fWnsUJnq9BgENxPjI78JRkuz7V2HcnCX5PPrSmuXKJgqrnCWFnEQOBL9AMU6RL2/p++/h9GnhLBQWQnJyGTkCdZsbY4e/dCeqU6eEgnJIiMjjCg622iKFGy1vMMYSfv8qRE4GHHM1TGvQHYIjrbXHCxRfWZNRFFY5Swo58Q+BCNcyw6k9cKKyjdR8m/Iax7qx8wNjrOVLpekCUK8e/PQTHDsGs2dbbY2iBPknjbGE3z+AkyfFd/CRRyCvtKK/I78Drh+qhKtKeXmwdasYO53igkVGUVj5aogVCp0ml8HRpWKcugjqt7XUHE9SIWG8xKfg9H4xDu0ArcaKUAhId4UfGGj061L4CMnTYN9XiJJ5DQLDpfz+3XUXfPGFGF9/PQwYUOyAFLnzlVauhBOuXP4xY0Qel4yolSWFvEict1QhYbwTJk2BJldIJ4Kn52rVqVNGzpbCWnSR2Mb/ENu5GdDhQWm+fzrmooJffy32T00z8pX8AkV6gGRceKFQ7H7gAeEsyYpaWVLIS8OeENgQco+LpfDCAvCToxJn8mSRo1Q8FOeWIxBQ3xg3uVz8leSKPj7e/fXrOVvz5omyboUPoIst+vlD2nIxrt8O2t9jmUne4DLTNdmiRcXK6E/uhlN7xbjxAPCvW5Om1Qh16sDll4ubzKiVJYW8bJoGwS4V4dzjQnNJIp2XefOgdWtj37BhphwBTYOUhWLsDBbK3RKhn5DOmbOlsJ4mprOo/p2UiObNoVMnMV69GjIzMTTOzFVwDqcUc09tRTlLCnlxOCF7i7G98UmpdF5GjhQrKkFBYnvrVlMeU9YmOHNYjCMvBv86ltjoLbZvL7lPNl0XaWjYHYKjxPjI71CQY609XmDYMPG3sBCWLMHQOPv7v8ZBqb9JM/fURpSzpJCXmFiRI6FzZLF0Oi8hITB4sBgfOABbdN/wsKntd1P51sfPO6/kPtl0XaTB4WesLuWfgrQ/rbXHC+jOEsCNN0L3W2LZ4oyD7K3GP7rGSTX3ALz9NsyaJdouyY5ylhRy0+t19+0O91pjhxe54gpjvGCBa2AOdzS5Atm4rFhRkYy6LlIheSguM9MYFxSIFd+748wdnf2gm1xfzsJCEfYeP16EIUuVTZAI5Swp5Ka4rsvqu6yxw4tceaUx/vlnIO+EcfVe7zyof36p97MzR44Y48BAOXVdpKLJZWKFCdxXPSXhpZfctzUNnh/1pGlPoXQaU4mJcPSoGF98MQQEWGqO11HOkkJe9F5UbW4z9h34RrpJq107Iyy1fDmc3vM7FLou85pcLl3Tzvx8WOhanGjQQIgCJiYqR8mnCQqHRheJcdZmOHXAWns8TPEcuqevm8Y/OvwlNhx+0PkJMRdJNPf88osxlr0SDpSzpJAZXeflovchIFTscwYbjoQkOBzG6lJ+PqQmmMIcTeULwa1YYYQ9hg+X/4pWGsy5cym/lH2cDSmue9Y4NM3YiOgPF7wgncbZc89ZbUXNopwlhbx0ixMJlc5AI2ei4CxED7XULG9g5C1phJ50hTn8AiHq4rLuYlvmzzfGV11lnR2KSmLOnUuRKxQ3ebIhXwGwN62N8c9mV4u/MbGG9pSN0TXOTp0y9t1zj/yisMpZUtQO9AkL4PD8so+zKUOGwLRRccwY9wARdfaJnZGDYOtr0mm7/PST+Otw1I7lf2k4NB+cLgmL1N/ECq9kumfduoneaGMG/mj80zz3SIDel9JMbdA4U86SonbQ9AojwfTQj+Ufa0Pq1oV/3uDkgcvfNHbqWi8SabtkZUFurhj36wcREdbao6gEfgFQcEaM87Jhzd1SfT9HjhS5c2eyMrmotUuxvN55ENrRUrs8TYX6UkqIcpYUtYOgcJE7AJD9N2TvKP94G9LpxlhOOkwCRCm/sMVfLl2psDDYsUNMzK+/fu7jFT5ETCy0MPWi2T1LOt0zQORjafkAFERfLV2BRbt2JffVBo0z5Swpag/m5XAJV5d+nHeMoLz9Rds5eYF0GR0rZS5B+/Zw0UVWW6GoNBe+Z9pwQNenLTPFWyTMN+aWjelyheBA5CuZqS0aZ8pZUtQeJM9bWjVvPgH+4oo2v8BJUEAusddPkz6XQGEjdpidJQ3W3W+ZKV6hMJ/ODYUybNbpUD77daDFBnmeu+6C228X3QMCAmqPxplylhS1h9COUK+tGB9dDrmZlprjacb1fKFoPPjZP4j9ZipTb3iG69vZX9slPl5MynXqQPfu8lfeSImue9bUpKK64y2ptIdIX0EQxwFYmHQ5334fWCK/x+5ER4sWJydPivzB2qJxppwlRe3B4TBWl7R8OCxR24W8k5wfJfKwUo5Hs3JHP579LpZn5k4lKtLe2i56qXJyMpw9C0lJYls5TDZD1z0zh+KCo6XRHgLcwvvzE65i717YtMk6cxSewzbO0vHjxxk3bhxhYWGEhYUxbtw4Ms0NeUrB4XCUenv55ZeLjhkyZEiJ/48ZM8bLr0ZhGTkZxlif2GQoX05ZiL9TnHS+W38dmiZ+2tO+jSXq0jgLDas+tbVUWTp03bOQFtDoQrHvbCqcd6ulZnmEpDgxjxwS4f1CzY9OTbcweWQcP/xgpWEKT2EbZ+nmm28mMTGRhQsXsnDhQhITExk3bly590lJSXG7zZo1C4fDwT+LZahNmDDB7bj333/fmy9FYSX1zNViP0PSFDnKlw8YyyyLtxsVRw8+aP8l8tpaqiw15qq4A99aZ4en0GU6srcBUBDcnCevfZGCQqdUztL06bBypWiiW9uwhbO0detWFi5cyEcffUS/fv3o168fH374IfPnz+fvcmbM6Ohot9v333/PxRdfzHnnned2XN26dd2OCwsL8/ZLUlhFtzgI6yLGucdhU5z9y5cLcoquaAlsyP3PDin61/79pd/FTrRvX3JfbShVlho3Z2medXZ4iphYo0sAEJCzn1cXTeXZ72JZswY6d7Z/2Hj7dnj8cejf3/4XYFXBFs7SypUrCQsLo0+fPkX7+vbtS1hYGCtWrKjQYxw5coSffvqJ8ePHl/jf559/TkREBF26dOGRRx7hxIkT5T5WTk4O2dnZbjeFjeg8yRg7/OztKAGkLoZ813e22TUMGBhAZKTYXLBAJGLamdhiH09tKVWWmtD2ENZVjNNXwunD1trjCUwFI4UE8Mhs44u7bZv98+y++84YD5SvyO+c2MJZSk1NJVKf/U1ERkaSmppaocf45JNPqF+/PiNHjnTbP3bsWL788kuWLl1KbGws8+bNK3FMcV544YWi3KmwsDBatGhR8RejsJ7srcZYKxShODtz0DQDtxiJ02lc+Z09Cz/bvA1XVJQx9vOrPaXK0mNeXTr4nWVmeISTeyBjlWvDgR95xF5vVPnpfePsnGf3rSlaet11lplhGZY6S3FxcWUmYeu3devWASJZuziappW6vzRmzZrF2LFjCQ4Odts/YcIELr30Urp27cqYMWOYO3cuv/32Gxs2bCjzsSZNmkRWVlbR7cCBA5V41QpLSZ4Gm5+D0M7Gvk1x9i1fLsyHg9+LsX8IRF8GuAvHzbN5lGPOHGP8v//VnlJl6XELxdl4yQVgzb+NcffnmPKtkO14+jp3h8mOeXbx8SKMuMrlC7ZoAeefb61NVuBv5ZPfe++956w8a926NUlJSRw5cqTE/9LS0ogyX3aWwfLly/n777+ZY551y6Bnz54EBASwY8cOevbsWeoxQUFBBAUFnfOxFD6IXr4c1hn+vEHsa9jTvuXLaX9CTroYN70S/EWj0iFDoFEjOHYM5s+HM2eERpHdKCiAuXPFOCgIrpZPELn20qCbKLg4uRuOLhWVqkHhVltVNY4nG+NWY4jf3oaCueD0M+YVO+bZ6bId5jWJAwfE/nMEYKTDUmcpIiKCiAp0wuzXrx9ZWVmsWbOGi1w9DlavXk1WVhb9+/c/5/1nzpxJr1696N69+zmP3bx5M3l5eTRp0uTcL0BhP7rFib/5Z8C/vsj1ObkLukwq924+R1KcqMDJSTP2aa793eIICBBL5bNmiX9t2gQXXljTRlafZctAv0668koIDbXWHoUHcTggOEo4S1qBkPI47zaxyqsVGL9VXydrK+S4vqThfaBeGyZPhn/+M7bIybBrnp0u22GuRtXDibXNWbJFzlKnTp24/PLLmTBhAqtWrWLVqlVMmDCBq666ig4mV71jx458+617GWp2djbffPMNd955Z4nH3bVrF1OnTmXdunXs3buXBQsWcOONN9KjRw8GDBjg9delsBD/OtD8OjHOyxLNL+2EXqq8e7axfeAbNwmEe+8VSZlpafZ0lEA0zdUj56NHW2uLwgvoSd4gQnG6yredpDz2fWWMW90ECEdi3jyRXxccbN88OyXbYeDQNHuIsR87doz777+fH1yiFddccw1vvfUWDRo0KDrG4XDw8ccfc9tttxXt++CDD3jwwQdJSUkpIQlw4MABbrnlFjZt2sTJkydp0aIFI0aMYPLkyTRq1KjCtmVnZxMWFkZWVhah5Vz6FhQUkJeXV+HHrQ0EBATgdFo0MR5aAH+MEONWY2DAl9bYUVVW/xt2fWhslyKBEB8vrg63bxcl+JMn2++K8ORJ+PFHuOYa0Y9KIRFaIXwTBvmmkk07SXloGszvACd2AA647iDUbVrisPx8+O03EVYeMaLmzawq3bsLxXwzDodw/hITLTHJ41T0/G0bZ8mXOdebrWkaqamp51Qcr600aNCA6OjoCifre4zCPIiPhtxj4KwL/zwqkqTtwpr/wE5X6wiHP9zk7oib8w30ahxNE1e8dnOYFBKz7j7Y/pYYl/I99mmObYCFvcQ46mIY+nuJQ7KyxIXK0aMQE1PS+fBl9DlER59D7LhKVhYVdZYszVmqLeiOUmRkJHXr1q15p8BH0TSN06dPc/ToUYCazxPzC4CWN8DOD6DgNBz8EVrbpNVNwVnY/bGxreWLEIbpirx4voG5fFk5SwqfodDkHJXyPfZp9plWo1uVPneEhUHbtsJZSk4Wt5iYGrKvmlx/vZhH3ngDMjOF3ZMny+MoVQblLHmZgoKCIkcpPNymlR5epI6rROvo0aNERkbWfEiu1U3CWQIx8dnFWVpxKxTmiHGbW6He+SLXA4pONHbON/jmG+HU7dxp3/ChogIkT4Od70NQY6NYodj32GfRCo18JYc/tPhnmYfefLNoEwLw5Zf2cZYcDnjmGXHTL7ZqK7ZI8LYzeo5S3bp1LbbEd9HfG0vyuRoPBP96Ypzys2iBAr7fXPe4SQfsvNvFiSVmqpsEQvv2pTeg9fXy5fh4GDVKVPCdPSuuxO2ufqwoA13Ko/Pjxr7GA31byiMpTswPaSvg9EGxr14b+PvNMu8yahTo14FffGHP3mq12VEC5SzVGCr0VjaWvjd+TghzXeYV5ommnr5ekXP6oCi3BghpDZGDxDgm1q3cevLkkleDdihfnlJMUF0G9WNFGXSLE9/b1mON39vJ3dDVh1eV9ErUDQ8b+07sKHe+iIyEy4ReLPv2GatMCvugnCVFpbntttu4Tia9+16vG+PVd4qJ0JcrcvZ8ihBVQujSOEr/GZvLl80OU9u2XrewWpQWJrRL+FBRRepEC1FVgDOHIPU3a+0pj5hY6BoHx9YY+7o8dc754uabjfHgwaLSzJdXS59/HmbOBNX6VKCcJUWleeONN5g9e7bVZniO8IuEkjAAGvgF+q6jpGnuid1tbi338JEjRYnvm6YIwcyZ3jHNU5Sm2mGH8KGimpx3mzHeM9sqKypGQ3PSkR90f/acd/EznW0LCnw7vJyVBdOmwZ13Qteu9gwbehrlLCkqTVhYmJu+le1xOETOgU5hru/2iktf6dJ0QZQqm+0uh5tvFu1CAD77DHJyvGRfNSltUrar+rGikjS9CoJcHR0OfGvkD/oiGx41bRRWaL6YPt1925fDy3PninxBgGuvdXf0aivqLbAJ8fFi2bZOnZpbvp07dy4xMTHUqVOH8PBwLr30Uk6dOlUiDDdkyBDuv/9+HnvsMRo1akR0dDRxcXHeN9BTJE+D1MVGOMtZR4TifNFhMq8qnXd7he/WsKGhl3LsGHz/vYft8hBLlkBKihjXq2dv9WNFJXEGitwlEJWe+87dy9MS1t0Pp1w5g/XOh5gpFZovtm8vuc8Xw8vx8fDAA8Z2ixbW2eJLKGfJBujCYMnJNVcdlJKSwk033cQdd9zB1q1bWbp0KSNHjqQsDdNPPvmEkJAQVq9ezfTp05k6dSqLFi3ynoGeRK/IaemSDSg4A81H+lZFTlIcbIw1TiD+9SF7e6Uq9u64wxj7aijuvfeM8axZogFwYqJylGoNBWeNsX5h4GuVqemrjXG7/0DMMyUqUUvDDtWp+rnm1Clj3+OP+2aosKZROksW8dpr4nYuevYU1RPFxQVB9MqKiir7vg89JG5VISUlhfz8fEaOHEmrVq0AiClHHKRbt25MdsVJ2rVrx1tvvcXixYu5TC8B8WX0CrK0FbDvCzE+cxAGzbPMpBI4nLDJVCZWvx1sflZM0hXk4ouhTRvYswd+/VWs2nTo4DsaRqmpopcdiO/1tddaao7CCuo0M8YZawx170p8z71K3kk4sU2MnXWgrWt1twI5jqK5bklFfV8KLxevRAUlZKujVpYsIjsbDh069y0trXRxQRD9hsq7b3WqGLp3787QoUOJiYnhxhtv5MMPP+T48bJzCLp16+a23aRJkyJlbtsQ0Q8adBfjjDWQsc5ae8zExAqZAJ3jGypdsefnB336GNs5Ob6VZDprlvhOg1gFCwy01h6FBcTEQpMrjG3dUfKVgot9X0Cea2JtdRMENqzwXe3QXFdVopaNcpYsIjQUmjU7961x49KXbwH8/cu/bzltbs6J0+lk0aJF/Pzzz3Tu3Jk333yTDh06sGfPnlKPDwgIcNt2OBwU2q2EwuGA9v9nbO94xzpbinNsPZzaa2xXsWIvKamk7pKvJJk2by5WuhwOmDDBamsUltHvf+7bHe63xo7iaBpsf9vYNs8VFUSvTvXV8HJpTSZ8LVRoFcpZsoiHHoKDB899++GHkuKC+t+vvy7/vlUNwek4HA4GDBjAlClTSEhIIDAwkG+//bZ6D+rrtL4ZAsLEeN+XkHPMWnt0trxkjB3+Va7Y273b91qg6MULd90lKvZeeUWECxW1lB3vum//eaM1dhQnfQVkurrghveBRj2r9XDHj4vv+qWXCikBqykoMFZ2dXwxVGgVylmyAVYs365evZrnn3+edevWsX//fuLj40lLS6NTp07ee1JfwD8EQjuKccFZ2D1bjK1MMs3eAfu/EWP/EBh1QoQmqlCx52tJpqUVLzz8sG+EBRUWoKvnt38AcH1RUxdBkoVn66Q4Ydd200pz3WbVng9uvRUefRQWL4aff67WQ3mExEShrwRQv77vhgqtQjlLNqGml29DQ0NZtmwZV155Je3bt+fpp5/m1Vdf5Yorrjj3ne1OuCmxZ8c7kDzV2vYn214xxl2eBmdwqb3gKkJpq5RWXjlOmVKyeMFXwoIKC9ArU3vPcG9Me2xDmXfxOnp7k/2uprnOunAgvtrzwb//bYyvvdZ6Re9evWD/ftE098cffTdUaBUOraxacEWFyc7OJiwsjKysLEKLJQqdPXuWPXv20KZNG4KDgy2y0Lfxyffoh7ZG/zWwLsn0TAp831qE3fzrw3X7IbBBtR4yPh5iY2HrVuGcdOwIW7ZY0yizTh1D/M5McLCYrBW1mIx18MuFYlzvfLhqm+jlaAWLh8KR341tD8wHc+fCjaYIo37RMG+eqjyrSco7f5tRK0sKRWn0eNW04YCuT1tjx99vCEcJoN3d1XaUQEzEycnQubPY3rYNli2r9sNWCZcqhRsqoVQBQHhviBoqxid3wkGLll1yM+F4grHtoXZI04pF0NWqqm+jnCWFojT0RE4ANPjrppq3ITfLSHb1C4QOD3rsof38YNIkY/vZc7e28gqNG7tvWx0WVPgYnR83xlteKl1DxdtsmW5qveLnsXZIvqDoHR8PXbqIlVyrw4C+jnKWFIriJE+D5MnQ+hZj3/45kFSKYps3SIoTNux8z9B0CYuBnR949GlGj4bzXP2Df/sN1qwp/3hPk5wMf/0lxk6nqIRTCaUKN6IvheBoMT62Ho4sFuOaKrg4fRi2vizGDidcu7vKxRXFKUsSpqZWVfXiii1bhOZaUpLvaK75IspZUiiKoyeZ9vsfRA4y9h9bXzPPryeUbjIt9xxf7/EEc39/99Wlfv1q9upSTzYHeOklkbukEkoVbjgc7r/BLS8ZFXM1UXCxaRpornr69vdBSKsqF1cUp3ixhc4tt5R+vKfRiyvMqDBg2ShnSaEoTrc4MSE6HND9BWP/8Q2QXwNZxzGx0GQ45J807fNOgrk5n7GwsOYUvdevB12yq0kT+M9/vPt8ChvT/wtDKTv1N+Eo1UTBRfYO2PWhGPvXgy5PGv+LiTXaJFURsySMv6nx2E8/1Uy0sbTOEFZrrvkyyllSKMqjcX9odo0Ynzkk2i94m1P74OhyY9sR4LUTw3PPuW/XRJJpfLzoU6czYgTUreu951PYHD8n9HjZtMMBnR/z/vMmxRqrR50egeDG5R9fBXRJmFOn4PzzoV49GDr0/9u797goq/wP4J/hPlwERZnBxMv+8MaKpqIJ1QtTA7W8VF72p7nyy9Y1hdXMUHJV0lXUdTPL11pmaasZ5k8ta10DUxR/qYGJogK+UgQSiUocQHBQ5vz+eJwZBmZGkLna5/16zYt5znM7cF7Pw/c55zzn2GaQSqWyaRpfrjCNwRLR/fRbpf9+MUV6OwawTr8JIYCseKC+RlqWuQDijkU6lBpj606m2n4SVVX6tC1b2E+C7qPmWoMFARyx0nhv55Kla+3GaamfIiCNq1RvZHwLC/LwAD79FPjhB+CvfzWsabKG2lqgpsYwjS9XmMdgieh+An4PBDwqfa+rsG6/iR/3AaVfSd/dfIEXblisQ6kxtu5kmpzcNI39JMgs7QsX3edIU/0AQPkRIHuu5c+l7S94fLI+rb5GCpisLCICUCj00//I5dbrQ7h2LaCd59zHh6N1NweDJaLmiP5cHxhdXG2dfhN3KoHsBP3ykI8AD3+LdSg1xtS8g9Z6unSE16XJyWhfuBi0Eej9mj79xy8s37knfIk0cnj1ZX1an6U2G5DW2PQ/luxDuHcv0Lu3/qHFxQU4dYqjdTcHgyWi5vDpAvR6zTDNErOhn0vW1xidXQLUlkrffUOBkAn67SzQodQYW8872LOnY81NR05A+8IFIAUu2omua4qAwu3Sd0s1iasuAqUNJmqTuQF9bTRkCKw7/Y82EMvP16dpNHxQaS4GS0TN5dpoKpa0yNY/2Wqr/b+bBVx6V5/+yBibzT9ibN5BazUFONrcdORk3Lyla0PrzHzgTJJlmsTv3gKOT9T3F4SLNGyAlfoLGmPNN9Q4VEDrMFgiao7cFcD55UDPVwH3ACmtMg/IeKZ1xw1fAoQtAn54H8C9u6QyBhj4VuuO2wqWbArQBl3aEYIB29Zk0UMoajvg30f6rv4VyFsN9FnWuqYyIYDvXpFqlgDAMwiYVGXV/oLGmOpD2LFj64/NoQJah8GSMziX3PRitcEIthqNBmvWrEFoaCg8PT3RuXNnrLz3rnlubi6GDRsGuVyOwMBAzJw5E9XV+nGBMjIyMHjwYPj4+CAgIACPP/44ioqKrJpfq9L2mxj4FhD5sT79+kHgl5PS9wcpk7oK4PrXDRJkwNCvWpnZ1nnzXqtDa5sCGgZdarU+6AKa1mQRtciwNMPlynxAc7flxzmXLF23lz8Ert5r0pO5Ap0nSrVYVuwvaIypgSqvXZMmvG5NTa+xQIxN4M3HYMkZaJtqtAGTjUawTUpKwpo1a7BkyRJcvHgRO3fuhEKhQE1NDUaOHIm2bdsiKysLu3fvxqFDhxAfHw8AuHv3LsaPH4/o6GicO3cOJ06cwMyZMyGzx7T2ltKw30SnsUD7x++tEMDxScCZRS0vkzuVwJGRhpN0QgAXVlso0w/GUp2wrdn/gn7jfthiuFy8Czj5EiA0LTuO9t6aNUufJuoBL4V+2Ur9BY1p3IdQO2isWi1dfy2p6W1Yq/v73wOxsWwCbw2ZEPaYmfDhUllZCX9/f6hUKrRpOCQygNu3b6OwsBDdunWDl9e9Pi8HI4Daspad5E4lcLfB4DRufoB7G9PbGyNXAiOzm7VpVVUVOnTogI0bN+Lll182WPfBBx9g4cKFKCkpgY+PDwDgwIEDGDNmDEpLS+Hu7o7AwEBkZGQgOjr6vucy+jdydJo7wP5QoKZYn/a7GcCQLab3AaQnWZkr0OtVIGMk8PO9ydFk7sDoc0DxbtuNUGxCv37SDbnxncHVVRr/pWdP6Qb7/POmj6HRSHO93TXysO/lJdUqET0Q7cNi+HKg3UDg2Bh9kPRfLwOD35fGJ8tdIQU+5gKdwu3AqRnS9axlx2uvMZUKCAoC6uoM02UyKaDKyTG+n7ZWt+HDCgC8/jqQliYFXtrr+Ldes2vu/3dDTlOztHLlSkRFRcHb2xsBAQHN2kcIgeTkZHTs2BFyuRxDhw7FhQsXDLZRq9VISEhA+/bt4ePjg7Fjx+LHH3+0wm/QQG2ZNBp0Sz4NAyVAWm7pMVoQoOXl5UGtVmP48OFG1/Xr108XKAHA448/Do1Gg4KCArRr1w5xcXGIjY3FmDFjsGHDBly/fv2B/1wOycUdiPk/w7QrHwGHRxg+3TZumtM+yR7oqw+UACB0JuDfy+bV/saYagqorzdsTjP2ZLt3LxAeDri7Gw+UWO1PraZtEg9fAjwyGnhij37d5S1A1ivA2b82rek9l6yvnb9TDZyIA0780TBQcvFwmEAJAPz9jacLIU18a6pZrnGtrlZaGpvAH5TTBEt1dXWYOHEiXmnBJFJr167FW2+9hY0bNyIrKwtKpRJPP/00qhoMHzxv3jzs27cPqampOH78OKqrq/Hss8+i3prjzcuVgPyRln3c/AyP4ebX8mPIjYxvbyqLcrnJdUIIk01q2vStW7fixIkTiIqKwq5du9CjRw+cPHmy2ed3Cpe33vui/VsIoOwb4MvuQNUPwKGnDG/YN74HSv5X+n6rUH+c0FnSGDJaNqz2N6ZxU4C7u+F6bSA1d67hG3MJCVIQdf68VLPUGKv9ySIaNokDQMh44PFd0F2HP2wGLqwEvEOA3/1Rv115pnQ9npoJfD0IKGzQ9xCQAiVNnU3ffmuOXr2Md/oWwrBZLjFRug49PaVAylibETtzt4JwMlu3bhX+/v733U6j0QilUilWr16tS7t9+7bw9/cX7733nhBCiJs3bwp3d3eRmpqq2+batWvCxcVFHDx4sNl5UqlUAoBQqVRN1tXW1oqLFy+K2traZh+viXPLhfgE0k9jy1ZQW1sr5HK5+OCDD5qs27x5s2jbtq2orq7Wpf373/8WLi4uoqyszOjxhgwZIhISEkyeq9V/I1trWAb1d4RIHyotG/t8GSZEerTxdTvd7f2b3JeXlxDSrbfpRyYz/Gns4+Ulffr1E2LvXnv/NvTQurLdyDUmEyJjrBD7e+qXDa4/V5vfW1tqz577X2PN+chk0jVIhsz9/27IaWqWWqqwsBBlZWWIiYnRpXl6eiI6OhrffvstAOD06dO4c+eOwTYdO3ZEnz59dNsYo1arUVlZafCxqobVzoBNmmq8vLywcOFCJCYm4l//+hcuX76MkydP4sMPP8TUqVPh5eWF6dOn4/z58zhy5AgSEhIwbdo0KBQKFBYWIikpCSdOnEBRURHS0tJw6dIl9O7d22r5tbmGZeLiBow4Avzuf6QpShqrvAiUH9Uvu96rtXPxsOq8b5Zi6nVmwLDztjms9ierq9bW1jb8tyaAa/uBqgL9so4MCH3F5vfWlmpc0/sg78mwVrf1rDxdn/2UlUn9cxQKhUG6QqHQvcJeVlYGDw8PtG3btsk22v2NSUlJwZva96ttwViTjA3a1ZcsWQI3NzcsXboUpaWlCA4OxqxZs+Dt7Y2vv/4ac+fOxaBBg+Dt7Y0XXngBb70ljQ3k7e2N/Px8fPzxx/j1118RHByM+Ph4/PnPf7Z6nm3GWJkM+UganyVvDaQbtqbBTwCQAY88C1z7Un+D1nZWBRyqr0RDy5YZdhY11hfCFPZRIpto2Ok7fIn0dmreGsNtXOXS6N+3y6SmcVEPeAU1ve4c8Dp8/nn9CxWmXsAwRiaTmuXYmbv17FqzlJycDJlMZvaTnd28t7dMady3Rpjpb9PcbZKSkqBSqXSfkpKSVuXRUbm4uGDx4sW4evUq6urqUFRUhKSkJABAeHg4Dh8+jNraWvz666/YvHkzfH2lWhWFQoF9+/ahtLQUarUaV69exZtvvgkXl4e2IlOSu0K6QYcvB6bcq3nSBkoydwACuFPl8E+yjRmbEqVLF9NPuHw1mWyuce17/9VA0DDpu+xep7vAIVKgFL4c+O+7Nh9w0lJMzedobAylvn1Zq2spdq1Zio+Pxx/+8Aez23Tt2vWBjq1USp2Zy8rKEBwcrEsvLy/X1TYplUrU1dWhoqLCoHapvLwcUVFRJo/t6ekJT0/PB8oXPcQa37C1goZKzXTap1/FMMP1Dvgk21jDJ1ug6avJ2p+JicDXX/PVZLKxxjW9uSuA8sNNa3CDhhk+qAAO/aBijPbhZfly/XUWGwusXdv0euSDiuXYNVhq37492rdvb5Vjd+vWDUqlEunp6ejfvz8A6Y26o0ePYs0aqXp24MCBcHd3R3p6OiZNmgQAuH79Os6fP4+1a9daJV/0EGt8wzbW10yb7uSM3bC1gdGaNfffn8iqmnvtOcGDijGNH14A4LHHjF+PZBlO02epuLgYN27cQHFxMerr65FzbzSu0NBQXfNPr169kJKSgueeew4ymQzz5s3DqlWr0L17d3Tv3h2rVq2Ct7c3pkyZAgDw9/fHjBkz8NprryEwMBDt2rXDggULEB4ejhEjRtjrV6WHhZ36mtmKsRs2kUN4yK89Y3g9WpfTBEtLly7Fxx/rx8XQ1hYdOXIEQ4cOBQAUFBRApVLptklMTERtbS1mz56NiooKPPbYY0hLS4Ofn37MovXr18PNzQ2TJk1CbW0thg8fjm3btsHV1bpTiRAREZFz4HQnFtDi6U7IAP9GRERkDw/ddCfOjjGpafzbEBGRI2OwZGXu9+aKqKmpsXNOHJf2b+PeeF4NIiIiB+A0fZaclaurKwICAlBeXg5AGrDxfuM8/VYIIVBTU4Py8nIEBASwnxgRETkkBks2oB3zSRswkaGAgADd34iIiMjRMFiyAZlMhuDgYAQFBeHOnTv2zo5DcXd3Z40SERE5NAZLNuTq6srAgIiIyMmwgzcRERGRGQyWiIiIiMxgsERERERkBvssWYB2UMXKyko754SIiIiaS/t/+36DIzNYsoCqqioAQEhIiJ1zQkRERC1VVVUFf39/k+s5N5wFaDQalJaWws/Pz6IDTlZWViIkJAQlJSVm56whx8UydH4sQ+fHMnRu1iw/IQSqqqrQsWNHuLiY7pnEmiULcHFxQadOnax2/DZt2vACd3IsQ+fHMnR+LEPnZq3yM1ejpMUO3kRERERmMFgiIiIiMoPBkgPz9PTEsmXL4Onpae+s0ANiGTo/lqHzYxk6N0coP3bwJiIiIjKDNUtEREREZjBYIiIiIjKDwRIRERGRGQyWiIiIiMxgsOTA/vnPf6Jbt27w8vLCwIEDkZmZae8sET2UUlJSMGjQIPj5+SEoKAjjx49HQUGBvbNFLbBp0yb07dtXN3BhZGQk/vOf/9g7W/SAUlJSIJPJMG/ePHtnBQCDJYe1a9cuzJs3D4sXL8aZM2fw5JNPYtSoUSguLrZ31ogeOkePHsWcOXNw8uRJpKen4+7du4iJicGtW7fsnTVqpk6dOmH16tXIzs5GdnY2hg0bhnHjxuHChQv2zhq1UFZWFjZv3oy+ffvaOyt6ghzS4MGDxaxZswzSevXqJRYtWmSnHFFzLVu2TAAw+omOjrZ39qgZysvLBQBx9OhRIYQQ06dPN1mm06dPt29myaS2bduKLVu2sPycSFVVlejevbtIT08X0dHRYu7cuUII+1+DnBvOAdXV1eH06dNYtGiRQXpMTAy+/fZbO+WKmmvBggUoLS3F+fPnsXfvXgDAunXrcPDgQd0yOTaVSgUAaNeuHQBgw4YN+Omnn9CmTRts2LABADB37lxUVlbqlslx1NfXY/fu3bh16xYiIyMxYcIElp+TmDNnDp555hmMGDECf/vb33Tp9r4GGSw5oF9++QX19fVQKBQG6QqFAmVlZXbKFTWXr68vvL294eHhAaVSqUtzc3PT/fMlxyWEwPz58/HEE0+gT58+AKSJNj09PSGXy3VlKpfLoVarmzUJJ9lGbm4uIiMjcfv2bfj6+mLfvn0ICwsDAJafE0hNTcX333+PrKysJuvsfQ0yWHJgMpnMYFkI0SSNiCwrPj4e586dw/Hjx+2dFWqhnj17IicnBzdv3sSePXswffp0HD16VBcwkeMqKSnB3LlzkZaWBi8vL3tnpwkGSw6offv2cHV1bVKLVF5e3qS2iYgsJyEhAfv378exY8fQqVMne2eHWsjDwwOhoaEAgIiICGRlZWHDhg14//337Zwzup/Tp0+jvLwcAwcO1KXV19fj2LFj2LhxI9RqtR1zx7fhHJKHhwcGDhyI9PR0g/T09HRERUXZKVfUGqwRdGxCCMTHx2Pv3r04fPgwunXrdt99WKaOTwhh8p8sy8+xDB8+HLm5ucjJydF9IiIiMHXqVOTk5MDV1bXJPrYsQ9YsOaj58+dj2rRpiIiIQGRkJDZv3ozi4mLMmjXL3lmjB+Dn54eysjJcunQJPXr0sHd2qJE5c+Zg586d+OKLL3RlBUj9JORyudF9/Pz88P3336OkpAQhISG2zC4Z8cYbb2DUqFEICQlBVVUVUlNTkZGRgYMHDxrdnuXnWPz8/HR9BLV8fHwQGBjYJL3hPrYqQ9YsOajJkyfj7bffxvLly/Hoo4/i2LFjOHDgALp06WLvrNEDiI2NBQAMGDDAzjkhYzZt2gSVSoWhQ4ciODhY99m1a5fJfcaNG4eioiKMGjXKhjklU3766SdMmzYNPXv2xPDhw3Hq1CkcPHgQTz/9tNHtWX7Oz5ZlKBNCCKufhYiIiMhJsWaJiIiIyAwGS0RERERmMFgiIiIiMoPBEhEREZEZDJaIiIiIzGCwRERERGQGgyUiIiIiMxgsEREREZnBYImIHgoffvghYmJirHLsjIwMyGQy3Lx5EwCwbds2BAQEWOVcxqjVanTu3BmnT5+22TmJSI/BEhE5PbVajaVLl2LJkiU2Od/kyZNx6dIlm5wLADw9PbFgwQIsXLjQZuckIj0GS0Tk9Pbs2QNfX188+eSTJrepq6uz2PnkcjmCgoIsdrzmmDp1KjIzM5GXl2fT8xIRgyUiciA///wzlEolVq1apUs7deoUPDw8kJaWZnK/1NRUjB071iAtLi4O48ePR0pKCjp27IgePXoAAHbs2IGIiAj4+flBqVRiypQpKC8vN9j3wIED6NGjB+RyOZ566ilcvXrVYH3jZrjLly9j3LhxUCgU8PX1xaBBg3Do0CGDfbp27YpVq1bhpZdegp+fHzp37ozNmzfr1tfV1SE+Ph7BwcHw8vJC165dkZKSolsfGBiIqKgofPrpp+b/iERkcQyWiMhhdOjQAR999BGSk5ORnZ2N6upqvPjii5g9e7bZ/kiZmZmIiIhokv7NN98gLy8P6enp+OqrrwBIQcmKFStw9uxZfP755ygsLERcXJxun5KSEjz//PMYPXo0cnJy8PLLL2PRokVm811dXY3Ro0fj0KFDOHPmDGJjYzFmzBgUFxcbbPePf/wDEREROHPmDGbPno1XXnkF+fn5AIB33nkH+/fvx2effYaCggLs2LEDXbt2Ndh/8ODByMzMNJsXIrICQUTkYGbPni169Oghpk6dKvr06SNqa2tNbltRUSEAiGPHjhmkT58+XSgUCqFWq82e67vvvhMARFVVlRBCiKSkJNG7d2+h0Wh02yxcuFAAEBUVFUIIIbZu3Sr8/f3NHjcsLEy8++67uuUuXbqIF198Ubes0WhEUFCQ2LRpkxBCiISEBDFs2DCD8za2YcMG0bVrV7PnJSLLY80SETmcdevW4e7du/jss8/wySefwMvLy+S2tbW1AGB0m/DwcHh4eBiknTlzBuPGjUOXLl3g5+eHoUOHAoCuFigvLw9DhgyBTCbT7RMZGWk2v7du3UJiYiLCwsIQEBAAX19f5OfnN6lZ6tu3r+67TCaDUqnUNQHGxcUhJycHPXv2xF/+8hejzY5yuRw1NTVm80JElsdgiYgczpUrV1BaWgqNRoOioiKz2wYGBkImk6GioqLJOh8fH4PlW7duISYmBr6+vtixYweysrKwb98+APoO4EKIFuf39ddfx549e7By5UpkZmYiJycH4eHhTTqVu7u7GyzLZDJoNBoAwIABA1BYWIgVK1agtrYWkyZNwoQJEwy2v3HjBjp06NDi/BFR67jZOwNERA3V1dVh6tSpmDx5Mnr16oUZM2YgNzcXCoXC6PYeHh4ICwvDxYsX7zvOUn5+Pn755ResXr0aISEhAIDs7GyDbcLCwvD5558bpJ08edLscTMzMxEXF4fnnnsOgNSHqXGn8OZo06YNJk+ejMmTJ2PChAkYOXIkbty4gXbt2gEAzp8/j/79+7f4uETUOqxZIiKHsnjxYqhUKrzzzjtITExE7969MWPGDLP7xMbG4vjx4/c9dufOneHh4YF3330XV65cwf79+7FixQqDbWbNmoXLly9j/vz5KCgowM6dO7Ft2zazxw0NDcXevXuRk5ODs2fPYsqUKboao+Zav349UlNTkZ+fj0uXLmH37t1QKpUGb91lZmZabeBNIjKNwRIROYyMjAy8/fbb2L59O9q0aQMXFxds374dx48fx6ZNm0zu96c//QkHDhyASqUye/wOHTpg27Zt2L17N8LCwrB69WqsW7fOYJvOnTtjz549+PLLL9GvXz+89957BkMZGLN+/Xq0bdsWUVFRGDNmDGJjYzFgwIDm/+IAfH19sWbNGkRERGDQoEG4evUqDhw4ABcX6TZ94sQJqFSqJk1zRGR9MvEgDfRERA5m0qRJ6N+/P5KSkuydFauYOHEi+vfvjzfeeMPeWSH6zWHNEhE9FP7+97/D19fX3tmwCrVajX79+uHVV1+1d1aIfpNYs0RERERkBmuWiIiIiMxgsERERERkBoMlIiIiIjMYLBERERGZwWCJiIiIyAwGS0RERERmMFgiIiIiMoPBEhEREZEZDJaIiIiIzPh/A0Ij8s46UC8AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "x1 = np.linspace(0, 4*np.pi, 100)\n",
    "y1 = np.sin(x1)\n",
    "y2 = np.cos(x1)\n",
    "plt.plot(x1, y1, label='sin', color='blue', linestyle='--', linewidth=2, marker='o', markersize=4)\n",
    "plt.plot(x1, y2, label='cos', color='orange', linestyle='-', linewidth=2, marker='x', markersize=4)\n",
    "plt.legend()\n",
    "plt.xlabel('x (radians)')\n",
    "plt.ylabel('y (amplitude)')\n",
    "plt.xticks(ticks=np.arange(0, 4.5*np.pi, np.pi),\n",
    "           labels=['0', 'π', '2π', '3π', '4π'])\n",
    "plt.title('Sine and Cosine Waves')  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "f98c087c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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VV/P888/zpz/9qdL7c3Jy+Pjjj3n22WcB4ehUdIBKS0sZM2aM+9+yZcs8yllY+eabbxg8eLB7pgVEjNKPP/7I/fff7w5KromK3+WOHTt4++23efvttwER67R06dIq39u8eXPuuecevv32W/eSl0F4eDifffYZ+fn5Vb43NjaW1q1bk5iYyPjx4zl79izTp0/niSeecO8zYsQIkpOTue6662jWrNk5/xaFItBRDpFCoagT27ZtcwfZpqSkMG/ePN555x13XMujjz7KjTfeyJo1a6p8/9ixYwF47733uPHGG0lJSaFFixYAdO/enQULFlT72eHh4e54ma5du3Ls2DGWLFlCSUkJAP/5z3/o1q0bS5YsqVSyYuPGjcydO9dtp67rlWZ/SktLWblypfvf+PHjq6xztm3bNh544AGWLl3qntkxuPXWW7nmmmsYMGDAOTV7rN9lamoqDz/8MB999JE7/ueBBx7g4YcfdmsrVWT06NE4nU6++uorbrvtNr755htiYmIAsdT56aefVvvZmqbx888/ExkZSd++fVm1ahWrV68mLy8PgK+++opmzZrxyy+/uOOJFAqZUUtmCoXCg2+//Za3336bDz/80B1/smvXLvLy8jh06BBHjx6ld+/eZGVlcemll9K7d2+uvPJKunTpQufOnWnTpg2XX345//d//+dWtAYqzVb87ne/o2vXrtx3331VzkBUV1vswIED/Oc//2HhwoUMHDiQxx57jM8++4wDBw6QlpbGli1bmD59OiNGjODVV19l1KhRgOmIGZSVlVWa/Zk4caJHf86cOZVmXzZv3sxjjz3GsmXL3PFSFY8zbtw43n//fa688kpiYmK45ZZb3K8dOnSItLQ0Tp8+zffff8/8+fMpLS1l9OjRtGzZkhtuuIEOHTrQpUsX2rZty1VXXcVdd93lkblX8bucPHky3bt3JyEhocqMsOq+yxMnTvDmm2/yxBNPcO2115KUlMT8+fOJjY1l+fLlrFu3jrfeeovBgwfz8ssvM3ny5HNm4ikUgYpyiBQKybnlllvYunUrMTExtGrVyqNUBcCTTz7Jk08+Wel9X375pftHuHPnzsyZM4fXXnuNDz74AKfTSevWrZk2bRp9+/ZlwoQJ7sBhEMtT1gKxIEo/7N27t0qdo4pkZGRUkgf45ZdfWL16Nc2bN+e9995zp9DPnj2b+fPnM3HiRHe23HPPPUeLFi1ISEjgH//4B7feemulzygrK3PPLBlUnFGpWCrj22+/JSUlhS+++IKQkBBWrlzJZ599xtatWytl1l1++eW8/PLLlZyXDh068MUXX/Dwww8zb94894zO1KlTadmyJZMnT/Y4VllZmVuh2/pdLF26tFIQN1ApmDwvL89dh85gy5YtrFy5El3XefXVV92fN336dObNm0eXLl147733ALjvvvsICwvjjjvuYObMmedU/VYoAhVVy0yhUNSK0tJScnNza12brCKZmZk0a9as2nISVr777jsOHTrkFoDMzs6mrKzM7TwY7Ny5kxMnTnDZZZdVOXNhiApWxeLFixkyZEilWKaaSE9Pr7R/cXExDz30EHfffbdH8Pm5SEtLo02bNrXe30pBQQGFhYW1Ohc7d+7ks88+Y8aMGe73ZmdnuwPjDY4cOcL27du5/PLLq6xXVtN3qVDIgHKIFAqFQqFQNHlUULVCoVAoFIomj3KIFAqFQqFQNHmUQ6RQKBQKhaLJoxwihUKhUCgUTR6Vdl8LXC4Xx48fp0WLFkqDQ6FQKBSKAEHXdc6cOUOHDh08iiJXhXKIasHx48drrE2kUCgUCoXCfzl69CidOnWqcR/lENUCo6zA0aNHva7DUVJSwtKlS5kwYUKV2h8K/0edw8BGnb/AR53DwMdX5zA3N5fOnTu7f8drQjlEtcBYJouMjPSJQxQREUFkZKS6kQMUdQ4DG3X+Ah91DgMfX5/D2oS7qKBqhUKhUCgUTR7lECkUCoVCoWjyKIdIoVAoFApFk0c5RAqFQqFQKJo8yiFSKBQKhULR5FEOkUKhUCgUiiaPcogUCoVCoVA0eZRDpFAoFAqFosmjHCKFQqFQKBRNHr9Vqj5w4ABLly7lmWee4fDhw7V6z+HDh5kxYwbdunWjtLSUp556yq1OWdNrCoVCoVAomjZ+O0N0/vnn88c//hFd12v9njvvvJPHH3+cuXPnEhsby5tvvlmr12xhayKkJHluS0kS2xUKhcJLJCdD//4QHi7+T0622yKFwsLWRL/5LfRbh8jA4aidifv37yc7O5vevXsDMHnyZObPn3/O12xDc0LKLBwb/wq6jmPHU5AyS2yXgIqD8COPqEFZ4SdsTaw0AF90dgbOleM99wvQBxTrvde1K1x/PaSkQGGh+P/669X9p/AjjN/C7Um0cB2y9bfQb5fM6sqaNWsYPHiwu9+jRw/27NlDUVFRja+FhoZWOlZRURFFRUXufm5uLiCKz5WUlHjH4F7TceTuxbl/PlczH207uFr2o+yCB6D8Mxw7ngK9DFefWd75zEbi0081br01CNABja1bdbZu1dz9lBSd66/X+PjjUq67rvYzgP6KcU147dpQ+BSHDs5ts3Cd+hHCYnDkpBDr2g7p4PqmP65eD6Gd2Ydzx1zK+szGFUDn9fPPNaZMCULTdHRd4/Bhcc8ZE+26Dpqm8+CDOomJGnv2QFwczJhRFtD3oroHAwPH9rmgOXFd+ITYUJSJI2sTjtBYnDuSuAzQtiPuu17T3b+FDaEu14Q0DtGJEyeIjo722NaiRQsyMzNrfK1Dhw6VjvXMM88wZ86cStuXLl1KRESE12zuW5RNd8CIZHKc3oqe3Jo052AKtVZ0K13CzuCb2XN4kdc+0xesXt2ejz7qyfHjzYmNLeDkyWblr2hV/q/rGpqm8+ij+YSGrmxka33HsmXL7DZBUQU9iz9Ex8GekCmg63Qoy2cQQTjTllfa13F6K461twOQ7ejBj4cGwiFx/8UVf4yGi90hNzeq/XXhkUfGAJHoesV7z0TXNY4c0dxO07ZtOlOmBPHoo+sYOfJEY5rrddQ96N/EFe+nd8mHnNy1jDA9m9auXWiYjrgGuHDyteW+aygFBQW13lcah6i4uLhSvJHL5SIsLKzG16riscceY+rUqe5+bm4unTt3ZsKECURGRnrNZscv/4FjxryJwEkp7cvWAlDWeQo9RvyHHl77RO/z+ecaf/ub+UR64kRzy2BcPbqukZoaycyZVwf8U2pJSQnLli1j/PjxBAcH222OogKOHZtwbp9DXJdWaLk7caSvrNX7olz7mBzyJGWjvsKx/3Wc2z+krM9sul84ybcG15OyMkhNDaIqJ8gTcY8Z96nxgLJ48RCSksp8a6SPUPdggKBPxLXiCB0zf676ZTQclHFV103mLFIDMVZ4aoM0DlHbtm05ePCgx7azZ8/SunXrGl+ritDQ0CqX0oKDg713s6UkwbHPKeszm28P9mRi9Oc4j37qsYsz9VOcBy+FuD975zN9wFNPgaZ5Dq61pbRUY9s2MY2/bRtMmRLEZ59BQoKvrPUtXr0+FN6jfyJkrcO5v4q4QS0Y9BL2BU2mW7duOPfOQzgUwmlwZP+K48v2Yt/4uTjjZ+JPUX7JyTBnDuzZA926wblyUKz3qhVd19izRyM42O/DSmtE3YN+TFkxrP0DeDhDGsRcBBk/U3bhTL4+PJiruooHGKfDCfEzG/yxdbkeAvvqtzBs2DA2bdrk7u/Zs4cBAwac8zXb0Msgfi6uC5+gVIvANeJ9aDO2/MXy06K74Nf7YPN00Qa/C/TcubP6QbiiqkFVfc/YBpg71/s2Kpo4hz6CE4srb4+fAzcXU9ZnNj1KvxLOUPxcmFII7SdU3v+8Kb63tQ4kJ3sGTO/aBa7yYcK414z/u3aFsDDo1w/OO6/yvQhihkklPSi8ytZE8ZtVfBpWXgGH3jdf08rjTB3B4rewj3B+XBc+Ie5DvfFnK/3eISopKXEvd7lcLm6++WY2bNhQab/4+HgiIiLYt28fAF9++SV33333OV+zjX6JHt6vY8dTkPa9uBBuLoHYUea+O/4Gq2+HrXP8KhNtyZKqY940TQy6/fqJQdjIMrP2g4MrO1K6Drt3N47tiiZC+mpY83uzb9w7bcZCvEhWcF34BOmOvrhiR4t70hkCly2BmIs9j7V0JBRlNo7dtWDOnKofKjp1Mu+1fv2Ec3PwIJw9C5s3w4svmvtaKSlRmWgKL1OeQcbXcXDqe3N7y3jxOxc/F9JWVn5f/EzxG9nI+K1DtH//fp599lmOHz/OtGnT2LBhA8XFxaxdu5bU1NQq3/Pee+/x9NNPM2fOHLKysvjd735Xq9f8gvIZI+JnguaA8T9Ch6vM1w+9D9sSzX1swkjpDQ2FK64wt1ufSHUdXnpJDL7GIPy3v3n2e/eu+im1Z0/f/w2KJkLeQfjxGnCVZ4xGDYKbjEH4e4/U+1/Cn6RsjCUgNyUJMn6GPk9Aq3ixrTgLFg+GsiL8gd27q36oyMjwvNeuu85zn4QE+Owz4SyFhoLTWfkYarZW4RX6PA4RXaAwzdwWNRiu3Cra8TNtmw2qCr+NIerevTvTp09n+vTpHtsPHDhQ7Xu6dOnCwoUL6/yaP+DqMwtnxbXOMV/B0f/BT5YRrf1vGtUuK8YUvfWpFOCCC8RU+549wqGZPbvyIFyR2bOrPla5VJRCUT+2Joqn0p7/ByuvhKJ0sT24FUxYLS4444GipkHY+oDS4x5YMgwKT0HBYVh3D4x4WxwrJUnsa8PTbKtWcOqU5zZNq91DRUKCGasXFiaWy6yo2VqFV9j1IhQcMfuOYLjiV899jPvRDyQT/HaGSFFOTopn/4dJUHrWFlMqTtEbhIXBli3VP5FWhfUp1eoHfvQRhISoOAZFPTGm6L8dArk7ze0X/EkshRmca0reuqTdrAuM/qo85gE4+A5sf1o4QzYtYf/8M6SleW4z7s3Zs+t2rJ491WytwgfkbIOtM8y+Fgyuksqq1H6Ecoj8GWPA7TsbWg8R24oy4buxNb/PR+zZU3UA9d699TteQoJwoIqLwbqCWVKi4hgU9SR+pphFzdtvbuv5AAx4umHHjR4KF39o9rfOEPdmIy9hJydD375wySXmvdiunWe8UG0eSKzMnl11TNFFF3nHZkUTpKxYxL26ikU/5iK4uVjcLymz/NYpUg6RP2NM2/dLhJHvgLNcNylzDZy0BKg1UuZZt26Vt9V2iv5cbN3q2VdxDIp6UZgGGavNvhYMg1/yzrG7/FZkppkHh74zqt3d2xhL1tu3e25/+eW6zc5WpLrZ2vffh2rCNRWKymxNNB2dbUmQXZ7Z7YyAcd+Jtp/FDFVEOUT+jHXavmVv6P+M+dpPCSKVsRGn7Vu18uzXd4q+KvbsqbxNxTEo6syWGVBiCLE5QPfyFL0hfyE68HPjpeIbS9ZWNA2efLLhx7bO1t5xh9iWmwsXXqhS8RW1xFiuXnsv7LD8VnW73XyYB9syyGqDcogCiZ73Q5sxol1yGv7butGm7b/7DlaXP3g7nSI7pb5T9FURF1d1HENcXMOPrWgiZG+G/QtE2xEC1x337hR9ShJsmwNdbzW3HfkUtjROrcHqssq8/dDw4ovQsqVo5+WpVHxFLYmfCX1nwf43zBmgNpfBMJsLqdcB5RAFEpoDRrwFQS3KN7jKRa18H8MwZAg88IBwht58UwyS9Z2ir4rq4hhGjvTO8RWSo+uw4QGz3+9JCG/r3Sl6Ywl75Lue2Z7pPzX82LWgKmF9by1ZV/ycmBglnKqoB6Gxlo4GY5fYZkp9UA5RoNG8K8RavAQfR+0bukPt2sH33wt9odtv9/7nWOMYQsqTgTQNoqK8/1kKCTmaDGk/iHbz7mI21cBbU/TGEramwaAXzWXqzHVQ4NtgmzNnxD8r3lyyrsixY0o4VVFHygphy+OWDTpsf9Y2c+qDcogCjZQkOLFUBKq5t/kmar9iaYCUFLj/fvjf/7z+UYAZx1BUBM8+KwKtn3nmnG9TNFW2JorrvqwQNj1kbm89FJyVaxF6lZYXCoE5gLICUV4HfJbgkJEBgwaJdqtWDcsqqw1VLWH7YjZKIRE//RZKy732jlf7fUZZVSiHKNBwZ55Zsl1a9vVJ1H51pQEaY9r80UdFerExQ6UCOxWVMII4f7gK8g+Z21s2krpnu3Fm+9D7sPYenyU4dOsGK1fCsmXw668NyyqrDVUtYftqNkohAWVFkPaj2Y+f5fcZZVXht0rVimowpv5L82HHc0KJ9/R2uOQTr39UYwVxVkdFZWwjsPOzz0yVXUUTJn6mKMux/Slz2wX3uWuU+ZwBT0POVjj+jejvX+DTBAdNg8sv98mhK2EsYc+eDdu2iW3NmjXe5ysCjAMLLbNDk6F1+eypjWWm6oOaIQpUgppB74fLO7rQffAyFdPsoXGnze2coVIECB5BnA4Y+krjfv6l//Psd7rGa4e2e3Y0IUE8hBgxg/n58PrrjWuDIgAoKxLK7QbxgTuNqByiQCbuzxAaI9qHP4LTu7x26MJCMS1vxZdBnFVRlTK2CuxUuHGVQUqidUPjxytsrxDktub/eeWwVcXv2ZX2/thj5tLZ3/9eeVxQNHEOvGUmFXS40pwdCkCUQxTIBDWDVv3LOzpsL1do80Jg5/vvC2E2EJokvg7irAoV2KmokdW3QUmOaLeb0PhBnIYoap8ZEFwu3JO9ETZNr/l9tcCfZkd79RLOGIhisn5cI1vRmGxNFP+ss0MRnRqlaoKvUA5RoBNjScE//CH8+tcGB3a6XOJJ0GDZMt8HcVaFEdhpRQV2Ktyk/2y2ez3Q+EGcRoJD/yTocbe5PXNtgw/tb7Ojj1uyqR98UDwgqSSHJo7mFEKlBUdFv8UFsO9fthQ79hbKIQp0+idBu/JIR90Fe+Y1OLBz8WLYWV4ofNQoGDrUC3bWAyOw06pW3aEDXOO9MA1FoJK1EQqOiHZkL1MosTHLAlhL68T9RQinAuTuFHEVDeCCCypvs3N2dOBAM+2/pERIYyj16iZO3xkQEm32z+xt9GLH3kY5RDIw6jPPfu+pDTrcCy+Y7Yceqn6/xiAhQTwVjxkj+sePw/Lltpqk8Ad2/cNs9/yr6YzYRbPzoHP5ulLhKRHT1wCuvNKz39jxe1Vx+rRnXyU5NHHSfoTiTLPvCAloZwiUQyQHu/7p2f/ld/U6THKyeDJduVL027eHq65qmGne4v/+z2zPm2efHQo/4OwJOFLucIREieKR/kDPB8z27n9UXvOqAykpZjs4uPHj96ri2LHK21SSQxPGqBsIoAWBqzigRBirQjlEgY4R2Nn9HnNb6v/qfGEaWS379pnbTpzwnSp1Xbn6aujSRbQXLfK0U9FE2Joorus9r4mSNSBESXc8Z6dVJjEjIbyDaGdvNkuJ1DHJ4fBhcY2DuObtiN+rCpXkoHBTlGXOgjrD4cYzAalMXRHlEAU6RmDnsNehVby5/eyJOh3GyGqx4k/T4UFB8Oc/i7auw6uv2muPwgYMZepdL5ZvcIjCqv4SxKlpEHOR2d/9D/OBpQ42LlhgTi7dfbcoqOwPVFSv9odlPIVNHHzXTF7ocQ84wwJSmboiyiEKdKwFJ7tbMl0cwXU6jL9ltVTFXXeJ5QOAf/zDXEZQNBHiZ0Kna0XtMABc/hfEefEHEBwp2qlfCGeoDjaWlMC//y3aTif84Q8+srMeWAsw2yHDofATdN1zucz6u9OYSQ0+QDlEMtHtd8JTBzj0rih6WUsCYTr8hx/ED4bBtm0qy6XJUZxltrVg/3KGQDyIXGjRIdKcdbJx+XI4eVK0r71WxPH5E0YBZn9ZxlPYQMYaUS4KxIxoqz722uNFlEMkEyFR0Pm3ol2cDUc+q3l/C4EwHV5xWU9luTQx8g9bCkhqoJf4Z7xCkSXzRi+DlNpfoBMnwurVcMcdcN99PrDNyxw7JmINFU0I6+yQVX9LApRDJBs9LMHV1gv3HHTqBO+849/T4YGwrKfwIWst60f9kvwziDMlCXb9HZp1s2ybXSsbk5NhwAC47DLYtAmys31nZkPZt09IA3Tp4inToZCc4tNw+GPRDo6ELjfYa4+XUdXuZSP2EiGWVZwpslxyd0NkTzEg62VVru+Wlgqxw5wcuPFGMRhXXD7zB+LiRDqy1Snyt2U9hY/QdcjabPa73grNu5a/5kdBnEaSQ0QnWHun2BY9/Jw2GlmexsysIXr42WdimcrfiIoSy3sul3iQeuYZCAmx2yqFz9iaKJZ/w2LMGL4WvWDH8wEdM1QRNUMkG5oG0UPM/v43z5npYsQtFBbCmTP+6QxB9ct6s2bZa5eiEcjeZIrAxY4ynSF/C+I0khy6XG/G8+Xth75P1Pg2f6pdVhuio83Z44wM+Oore+1R+Bgjw9M605m1zn8yPL2EcohkZOS7pnLvzhfOmenyn/+Y7TvuaAT76ok1y8XhMH88OnSw1y5FI3DwXbPdrX7Co41KcCR0LK8xU5QBJ5bUuPvOnYG3HHznnWb7xhtVbTOpiZ8JPf4IhZaAMX/L8PQCyiGSkbBYs4wA1JiNc/q0Kb4YHQ1XXOF78xqCkeXy5pvmtg8+sM0cRWPgKhWFi0GUBwiUuAWr43bwvRp3bdGi8jZ/Xw7OzTXbLpeqbSY9wZaLVAuSzhkC5RDJi3Uqs4ZsnP/+VyyVAdx8c+DEASQkQGioaH/8sYiDUkjKye9EfTCAjleJbMpAoP1vIDRGtI99ASW5Ve5WUgLFxZ7b/DHLsyJJFYYUf1/mUzQAXYd9b1j6pf6VzOAllEMkIylJQlbdEGd0hleZjZOcDPffb/Y7d25EGxtIy5ZmnbW0NPj+e3vtUfiQQ5bZla4BsFxm4AiG824S7bJCOFr11MmKFZCXJ9otW/pvlmdF9uypvM3fl/kU9WT9n6CkvLpvu/H+meHpBZRDJCNGpkun8vSUsrPQ9TaPTBcjq6WgwHzbo48G1nT3rbea7ffft88OhQ8pyTMdiZAo6DDJXnvqitWBs8ZBWfj4Y7P9738HjuhhIIi5KrxEjqXacJcbpCjTURXKIZIRd6aLJdbCGeKRjTNnTuW3Bdp09xVXiCdqEI7c2bP22qPwIlsTxdNn6v/MNN/m3WH7MzYaVQ+OL4KQ1qJ9agUUpHoUey0uNh9CmjeHSQHk71XM+gT/X+ZT1ANdh7PHRVtzQqdyT93fMjy9gN86RNnZ2fz+978nMTGR+++/n8LCc5eh6NixIzExMXTq1IlOnTrRtm1bioqKALjtttvc2zt16kSCP4p7eJsOV4AzQrSPfm5WCEeO6e6wMDHLBWLJoWVLlekiDe40X4vnnvVr4KX5akGWciM6rPmDhwTGsmVC/wvg6qshPNwWK+uFkfVpzAhFRMC0af4/s6WoI1kbIP+QaLe9TGgRSYrfOkTTpk3jpptuIjExkcsuu4ykihF8FThz5gxTpkwhIyOD1NRUtm3bxhNPPEFoeeTtyJEjSU1Ndf9Lbgq/mkER0HGyaBdniSfUci64oPLugTjd3aWL2S4pUZku0hA/E3o/Cnn7LNvmBF5mS/xM6PmA2T+51CNd+ZNPzJemTGlc07xBQoKQDDhxAvLzlWq1lBz51Gx3udE+OxoBv3SI8vLyWL58ORMmTABg4sSJvPXWW7hcrmrfU1RUxMMPP+zuL1y4kP/3//6fux8U1ERFua3LZpYLOzFR/O/Ptctqw2cVyrWpTBeJiLR455oT4gNUgXPwS4BlXen82wGR3WlIXkRGwm9+0+iWeY127ey2QOETdN383bAul0mKX3oJW7ZsoWfPnjgcwl8LDw8nMjKSAwcO0KNHjyrfExNjTuOdOXOG3NxcWljEPfLz85k6dSoFBQWkp6czf/582rRpU+WxioqK3EttALnlghslJSWUWMutewHjeN4+rpvYywlyRqCVFaAf/ZzSAf8ERzCTJ8PHH2s89ZSD3bs1evbUmTHDxVVX6fjKFF+wZ08QHj82iHt41y6dkpLGycX3+Tlsojh3/M18YtPLKNuSiOvCmhWf64Ovz59jx1M4MVUXXWv/RNmoL1i9WuPMGSegcfXVLhyOsoC69/wJdQ/6iOyNBOcfBMAVO4YyZ0t8dZH66hzW5Xh+6RCdOHGC6Ohoj21RUVGkpaVV6xBZWbBgAddVWMjeuHEjCxYsICwsjK+//prp06ezcOHCKt//zDPPMKeKqOOlS5cSERFRh7+k9ixbtswnxwUYwkA68jNacSbrv3medOcAQOj4VJxJWbTIZ2b4hHbtxnDkSCS6bjpFmqbTvn0uixatbFRbfHkOmxq9ij+gZ4kIaCvUojgY9Bt6b5/Dnj172BPim7UlX5y/uOKP6V3yIQeCJnF+qbi5HCcXs/zlv3DPvOcICmpOixbFwAEWLdpX88ECAF2HvXtb0b59Pi1aNL5zou5B73Jh8TsY0RVbc+I43Ag/EN4+hwXWVOpz4JcOUXFxMXoFHXuXy0VYWFit3v/VV18xdepUj23vvmumvE6aNIkHHnig2vc/9thjHu/Pzc2lc+fOTJgwgcjIyFrZUFtKSkpYtmwZ48ePJzg42KvHNtBSz8LqnwEY0f4oG4MfJyQEevf2ycc1KkVFGlOmaGiajq6b/z/3XDMmNVLKTmOcw6aGc/X7kCraIV0T6DFkPmU7ehKnl9Gjj3fPqy/Pn2P7r5Rps+nc+3H0xb3R8g/gQmPjulZuRz47O4z33uvD5Mk9ue46/dwH9VMWLdK4/34nR49qvPpqGVOmVB/i4G3UPegDdJ2gxVOhBHTNSZ+JM+gTGuuzj/PVOczNrVoQtSr80iFq27YtWVlZHttycnJoV4uF6k2bNtHSyMW2kJGR4V5WczgclRwuK6Ghoe5gbCvBwcE+u9l8eWxOp4jyHXoJjuP/Y+7br9M/6BnatikjYXZiQNcCu/FGCAqCuXM1du+Gnj01Zs+G665r/Evbp+ewqRHS3N10dEnAERwM/RMB8FWemU/O3wCRDOIE6Hwt7HoRBzrbUvu5ZzWFIw9PPx3EjQEcs9qlCxw9Ktqff+7kz39u/IxAdQ96ga2JIl6o45WQfwAALeI8gg+80Shp9t4+h3U5ll8GVQ8aNIjt27e7nZb8/HxcLhft27c/53tXrVpF27ZtPbbt2LGDYcOGufu6rhMeSPmtDcUZJsp3ABRlckPnP5B0wyzOFjqlCIZMSIB160TGztChsHGj3RYpGoSrDI6Vl08Pagbtxtprj7fodI27ec3g/3m8FGiSF1UxYAB06ybaK1ZAZqat5ijqiyF5seGv5rb8A4EneVEP/NIhioqKYuzYsaxYIdLEFy9ezO23346u69x8881s2LCh2vfu3buX4gqFgWJjYxkyZIi7v2LFCq4y6j40BeJnQhcz7uK2S95h5qdzOdR8Jg6/vALqTnEx3HCDKPr61luVK4crAoiMX0SFeID2E4VDLwMxF0GoiI2c2O9bQoLMxI1AlLyoiKaZumBlZSLzTOmCBSCGCnX6KnNb70cDT/KiHvjtz+Err7zChx9+SFJSEj/88AOPPPIIxcXFrF27ltTU1Grf17p160rZY7Gxsdx7773MmzeP1157jW+//ZZZswI0hbe+jPi3u6nr8OT/ZnDttfaZ422aN4dx40T72DHYtMleexQNIPULs93pWtvM8DqOILcuWIvwPMb2EQX4AlXyoiqsuTClpUoXLGA5z5q4oMHAZ20zpTHxyxgigFatWrFgwYJK2w8cOFDj+xINgZ0KjBs3jnHGL2ZTZOeL7qamwRv3/B9jxrxio0He5+qrzSy5L7+EQYPstUdRD3RdlOsAMUUfaLXLzkXHa+DA2wBcM/gLlm+/gj59KI97s9c0b/Dhh559qy5YUygOIA0bHrB0dFFuRs0QKaQgJQlSZvH9bvPH5e7RrxK8S65KxdZV0C+/tM8ORQM4vQPy9ot2m0shtLW99nib9uMpLBFLgNcM+oLDh1wBUci1tshQEqjJk5IEJxab/bi/SFnZviqUQ9QE2LmjjJmfzuWu+S+7tx1KP4+dO+SqVNyxIxihYps2mRkvigDimGW5rOM11e8XoBw71YylW8cD0D7qJB1C19tskXeJi/Ms9gpyxEc1KcrOglbuGjTrCoPnSVnZviqUQ9QEuOnpRJ76YiYH089n13ExMnVqnco9L/71HO8MPK6+2mx/9ZV9dijqyNbE8ur2Foco/7C7KrwsLFoEulVZ3fh7U5Kk+Ftnz66c0CBLfFSTIXoY6OUaUh0mCY9Wwsr2VaEcoibAnj3mILVos1g2C3KW0TV0qY1W+QarQ6SWzQIII9U3c53oh7WD3S9Jl+r7zTew85hFEfXYF+4lbRn+1oQEUV/QqJrUqhW8/748S4JNguMWNWrZYvjOgXKImgDWaexvNl/p3n7jJd/YZJHv6NcPjLJ2S5ZA374qwyUgiJ/pzsACoPCkR1V4GSgshGXL4LGPn+VoVhex8fQO4QxJ9LcmJMC+fSLLLDsbbrnFbosUtUbXTYfIGQZtL7PXnkZGOURNAGMaW9Pgp12jOHNWqABP6LvYnBqVhM8/h4wMs79jh0r7DRisay1asDQOgsHKlWCUVVqd+RfzBc0p3d/apg04A3/Cq+mRsxXOHhPtNpdBkG9qd/oryiFqAhjT2P36gTM4hHVHRVBnKBmQKVdQ55w5nkGd1rRfhR9TVgwnl5h9vUS6rJZvvzXbg3oeMTt6mXR/qyJAOW5ZNeh4ZfX7SYrf6hApvEtCgkUHZN8kWPe5aB9fBDHDbbPL21jjpQxU2m8AsP6P4CovL9P1NmhxgVhKAmlmT/72N7jySijZlEQP1ysQ1AJKz4AWJN3faiUvT/yToUyQ9DTh+CFQM0RNgt27oajIssF6oR+XK45Ipf0GKLl7zXb735jlAyRI9U1OFiUsWrWChx6CbueVib+ty2/FDnopdPu9FH+rlcOHYfx4oV49Uz4/Tz6KMiFjtWhH9obm3ey1xwaUQyQ5ug4TJkDr1qLWl64DER0gaoDYIWsDnD1pp4lexRovBXKVRZCasgKz3V4s6cqQ6pucLGLYUlJEUHVKClx4UyLJe2dCuwnmjmGxAf+3VqRNG1i1StQZXLxY1Rf0e04s9Uy3b4Ioh0hydu2CI0dEMGdurmX2JKiFudPxclVSCbRQrPFSISHQvr34QVJpv35MYTpkbxTtqIEQ1qbm/QMII6bNcAY8YtraXQ6GJtEJ+SQwwsPhsvIkpWPHhDOo8EO2Joqx37paUJwV8L8F9UE5RJKzxBKn+pvfWF6ItKwhHV8knRbKpk3QoQMcPy4EGgsKzv0+hU2cXGa220+ofr8ApMaYtrAYaD1YbMzZItVMrcEVV5jtRYuq309hI4YG2NHyVFxHCBx4S4rfgrqiHCLJsWa2eDhEQ18HZ7hoH/2vdFoomiaWCkFM2f/4o732KGrAOjvS/jfV7xeAnDOmzfr3Wh1DSbA6RIsXV7+fwkbiZ0L3u0XJDgBXsVS/BXVBOUQSc/Ys/PCDaHfqBBdeaHnR4YROlnUkCXVfxo8320vlW5GQA12Hk+UnxxkBMRfZa4+XqVjKolJMm3VG7MQSZKNHD7FsDeKhRAml+inhHcy2FiTdb0FtUQ6RxPz4owjkBDE7VPFJ1f1EAFLqvowdC47yK3yZfA/fcnB6G5w9IdptLwNnqL32eJmEBPEwYtCnj3AI3DFtMSMhSAilcnKZdEKpyclw4oTZV0KpfsqBt8y2Xirdb0FtUQ6RxFQbPwTlhTQ/N/sRXcSymUQ3QuvWMGSIaG/bJuKJFH6GdVZEsvghENdcaqpojxwpAos9AvwdwdB2rGgXpkH2lka30ZcoodQAYMtMKCgXCm0RJ5bLJPstqC3KIZIYI37I4YDLL6/wol6uhdIiTvTPHoc+M6TTQplg+Y1dvtw+OxTVYI0faiefQ/Tdd2a70j1oYHUET8q1tquEUgOAvANmu904qTTA6opyiCTlX/+CnTtFOywMVqyosEO/RHHhtxsn+nqpmL6XTAvF6hCpOCI/o7QA0sqj3SO6eGY+SoLVCR83rpqdrIHVksURKaHUACDcIiHetvwilUADrD4oh0hCkpPhj380+wUFNazbt7M8tp76roodApsRI6B5eYjG8uXgkitEI7BJ+xFc5RLq7SdUEeQW2Oi66RBFRIhrsUqad4dm5arA6augJK9R7GsMlFBqAHDSGPe1JlfdviLKIZKQiuv2UMO6fZsxuMXhTsrnEAUHm+Jwp04pcTi/YGuiiE+wLpeVnJFOCG7XLjNu7dJLIbS6eHFNg5DWou0qgbTy1FDJhFLDwsT/HkHlCnspTBcaWACtB0Foa3vtsRlV3FVC6rRuH9pa3AhZG8SNUZgmlVIwwLXXQlCQWD7r2NFuaxRuIbjQWGMDHPlYxC1IhHW5rNr4IYPICyB7g2ifWAJZG01tsADHo7C0wr849b3Zblvdmm7TQc0QSUid1+2tN8KpisFGgc+dd8Lvfgfz50PnzqLQpkr7tZH4mdDrIShKL9+gSykEN2kSvPii+H/CueLFh76Oe6Z2zyvSCaVWRNU18xOsqwLtlEOkHCIJmTmzjuv21htBwmWzqgpsKi0Um4nqb7Y1p5Q//N27w4MPwjffQHz8OXYOaSmSGgDQRfkEyb6TPXvgL3+B3r3htdfstkYBmHGjjhCIvcReW/wA5RBJyIcfQrduEBMj4hbOuW4fe4m4IUDKwOoaC2wq7GHXS2ZbL2uSmieV0CwRDK5i6b6T/Hx49VURW/WdfMNM4JF3yEy5jxkJQRG2muMPqBgiySgrg++/h5wciI4WGWaOc7m9QeUlE9JWihsk7xA07+pzWxsLpYXiZ6QkmdXtHSHQ+1GxRATSzYrUmpQkSLcU3IsaLN130r+/EEvNyoKVK8VY5Wx69UP9B+vDb7tzBbk1DdQMkWRs2SKcIYDRo2vhDBlYl80kmyVSWih+RnGW2Y4ZAf3nSicE99Zb8MsvUFJSyzfoZdBnplCuBijNle47cTjMjM/sbNi82VZzFNbwCBVQDSiHSDqsAoyX1UVSwnpDnJRL0rligU1QWii20nqQ2W5TfpFKJAT3/vsikP/iiyEyspaxav0ShWMYPVz0z+yF7ndK850YjB1rtr//vvr9FD5G180H36AWED3UXnv8BOUQSUa9HaLooeLGAJGKKVEaiKGFEh1tbps1S2mh2IY1k7HtGNvM8AXJySKj0aCwsI4B/G3GmO1TK71omX9gVetWcUQ2cnqbkFgBaDMaHCp6BpRDJBWlpaLCPUCbNnDhhXV487YnIby9aBemiRtGAmE4g4QEEdBpUOulDIX3MX7oHaFiyUwi5sypvK1OAfxWpeC0ld4wya+Ii4MOHUT7p5+guNhee5ocWxPFuG5dLtPLpBnnG4pyiCRi40Y4c0a0x4ypYyUEzQln9pj9TeWBrpo8UY+jR5vtlSttM6Npk38Y8g+KdsxIcIbZa4+X2bOn8rY6BfDHjLRkfMqnCaZp5ixRQQGsXWuvPU0OQxR173xz24nFUo3zDUE5RBJR7+UyEDEcF9xn9k8slk4Yrl076NVLtNevhzx5SkYFDtZlIMmWywB69Ki8rU4B/EHh5qxZ3n7IP+o12/wFaxzR2LFKKLVRiZ8JfRM9H37j50g1zjcEv3WIsrOz+f3vf09iYiL3338/hYWF53zPbbfdRqdOndz/Eix68YcPH+a2225j1qxZPP744+gSxcgYNMghAhjysme/z+MNsscfMWaJSktFFpCikbEuA1njZSTh2ms9+/UqZmr9Xoy6ZhJRVGS2S0uVUGqj0/FKS8cB8bNsM8Xf8FuHaNq0adx0000kJiZy2WWXkZR0bpGykSNHkpqa6v6XbLnD7rzzTh5//HHmzp1LbGwsb775pi/Nb3TKymDNGtFu316s1deZbU969jfc32C7/I0xY8z2D/L91vg/xjKQMwxihttriw8os2TJBwfXs5ipdeZMwmWziirVSii1kdlqnQ1ySScA2hD80iHKy8tj+fLlTCgvADRx4kTeeustXC5Xje8LCqo6Un7//v1kZ2fTu3dvACZPnsz8+fOr3DdQcTrhyBH4+mt4/vk6xg+BuClSZkGHSea2va9Jd7OoOCIbyTskYohAyvghMJMaQNyPmzfXI5sxZqQIOAcpA6sbHGelqD8pSXDiW7N/wV/EuC/ZOF9f/DLXbsuWLfTs2RNHuapgeHg4kZGRHDhwgB5VLdKXk5+fz9SpUykoKCA9PZ358+fTpk0b1qxZw+DBg9379ejRgz179lBUVERoaGil4xQVFVFkmdfNzc0FoKSkhBIvpycZx/PGccPDzSKSdT2co6wY+szG1eFKgo8vAsAV2Ru9rBiXRClZMTEQFxeEpsHAgS6Ki111dx4r4M1zKDPaie/cA05ZzKV+c1156/wVFMC6dUGAxgUX6ERHl9Yzm9GJM3o4jvQfIe8AJaf3Q0SXBtnmT1xwQRDbtoGumzeepunExemUlNRPiFLdg7XDUVqEwxmOVnYWPSSa0v4v4AiJBj8Y5311DutyPL90iE6cOEG0VTQGiIqKIi0trUaHaOPGjSxYsICwsDC+/vprpk+fzsKFC6s8XosWLcjMzKSDkQNq4ZlnnmFOFfmzS5cuJSLCN/Veli1bVu/3rl7dno8+6snx483p0CGPm27azciRJ+p4lCHiv4NHmUQEwRRQnHucJYcGw+FF9bbNH5k710lYmBh4Fy/23nEbcg6bAgOL3sf4Wf9lfwhZh/zrumro+cvJCWXUqAvZvj2arl3TWbRoS72P1bO4A+Xx/6Qse5mjwfUJCvRPJk1qT0rKMDRNR9c19/+TJq1n0aK6jlueqHuwZlq42jC27CwAJ8t6sG7xt8BA8aKfjPPePocFBQW13tcvHaLi4uJKQc8ul4uwsJqn2N999113e9KkSTzwwAP1Ot5jjz3G1KlT3f3c3Fw6d+7MhAkTiIyMrMufck5KSkpYtmwZ48ePJzg4uM7v//xzjb/9Lcg9qBw5Esnf/jaMjz8u5brr6hc47lw1Bk4sIozTTLq0B7RQNS5qoqHnsEmg6wQtuh9KQXeEMWLS/eCsPDtrB948f7fcIv4vLu5ISEjHeh9HS28OKz8CYECHHOKHTjrHOwKHSZNg0KBSZs1ysH8/NG8Or71Wym9/OxD3j3MdUfdg7XDsex02iXabvr9lUpz/XFe+OofGCk9t8EuHqG3btmRlZXlsy8nJoV27djW+LyMjg5iYGAAcDofbCWrbti0HDx702Pfs2bO0bt26yuOEhoZWuZQWHBzss5utvsd+6ikjk0VMP4snLnj66SBuvLGexrQdDSfE00Jw1mpo3beeB2pa+PL6CGi2JkJJLhQcAUCLvZjgvS8JQTg/Kk3hzfPX4MOkrwAtCPRSHOk/4ggOFnEefvad1Zcbb4SvvhJxQzk50LVrUMO/M9Q9eE4yf3Y3ne0vw+mH35W3z2FdjuWXQdWDBg1i+/btbocmPz8fl8tF+/btq33Pjh07GDZsmLuv6zrh4eEADBs2jE2bNrlf27NnDwMGDPCN8Y2MTyq5t7nUbEuY9mslLc0zDVjhAzQn7H7JskGXTvTT6zhCQS8V7fyDsHGadN/ZpZZhxhqMrvARug7p5V90UAto1d9ee/wQv3SIoqKiGDt2LCvKhXUWL17M7bffjq7r3HzzzWzYsKHSe2JjYxkyZIi7v2LFCq666ioA4uPjiYiIYN++fQB8+eWX3H333Y3wl/ieqtLrG1zJPWoQOMtjpdJ+kKqumcGHH0KXLtC2LbRoocThfEr8TM/B99T30ol+ZmWJmQ6vET/TLHwLsOtF6b6zUaPMtnKIGoG8/XC2PEYr9mJVv6wK/NIhAnjllVf48MMPSUpK4ocffuCRRx6huLiYtWvXkpqaWmn/2NhY7r33XubNm8drr73Gt99+y6xZpuDUe++9x9NPP82cOXPIysrid9YKjAHMzArjY72E4CriDBGpvwAFqWaqtESsWwdHy0WAS0qUOJzPKTltth0hUv2wA8yfD61bw6BBXixH4bE05pDuO+vZE2JjRfvnnz01nBQ+IM3idVpXARRu/NZFbNWqFQsWLKi0/cCBA9W+Z9y4cYyzllO20KVLFxYuXOg1+/wFa9KdwwHx8cIZanAl9zaXwqnyAoBpP0Lzrg08oH+xZIln3yoOZxE4V3iDglTIP1Te0cBVLOJhJPqB/6F8InXTJiHt4BWsBTgNAT2JvjNNE7NEyclw+rR4KJEkksE/UQ7ROfHbGSJF7fjpJ7P94ov1FIKrCusNky7ffHaFGHtAicP5jI1mxiZ9nhBLPxKJwZWUmGVgOnaE88/3wkFTkmDbXIjobNkmz3dmYI0jso5lCh9gOETOMGg9pOZ9myjKIQpwVq0y29Y1+QYTPdysup0mn0Pkk9grRdXkHTLbsZeIWY74uSJjSgI2boT8fNG+9NJ6qMRXhV4mvqPzbja3nXeTNN+ZgYojaiTyj4rgfIDoEX4jeeFvKIcogNF186mqeXNRN8lrBIVDdHnW3pm9ZjCeJFSMsfJK7JWialzF4n/NAbHlsWnxM6VIH69Yp8xrMmX9EsV3FHuJuS28gxTfmZX+/UVSA4ixTML8Df8g3TL9ppbLqkU5RAHMwYNwotxPuegiqKaUW/3xSL+Xaz47IQFeftnsN29ejyKcinNTfBpytop2q34Q7F1hUztJThaB+Ccszwr/+peXA/NjLzLb6auq3y9AcTrh4otF+9Qp2LvXXnukRcUP1QrlEAUw1jV3ry6XGcRaHSL55rPvu8/McnE64Zpr7LVHSjJWA+WP/dbZDgmYM6fy8pjXq7aHRkPLC0U7ayOU5nvx4P7BVVfBtdfC3/8OrVrZbY2kGHpyWhDEjLDXFj9GOUQBzIgR8MwzQgp/7FgffEDaSqB8xDcCq1OShPKwBGia+XSakwM7dthqjpxYZzVifeG124dPRFGrwnAk9VLI8FZOv/9w333w+ecwdSq0aWO3NZKxNRE2TYfcXaLfegjsfFGaMdzbKIcogOnZE6ZPh2++EUtmXscZgfvpPicFNj8mnVruJeW/NU4n7Nxpry1S4uEQXWyfHT4gLq7qGSKvB+ZbZ9YkXDZT+BDNCTv/ZukHSTeGexPlECmqJ34mxFg8rR3PSqeWe8MN8P33QgflhhvstkYyyoohs3xGo1k3iKh/sVN/ZPZszxkinwXmNwGHKDlZBFiHhyvVeK8SP1NklRlkrJJuDPcmyiFS1Ezvh8y25pTuRurSBS67DJo1s9sSCcnaAGWFoi1Z/BCIwPzPPoO+fUUx1/h4HwXmN+sK4eXOZMZqcJV6+QPsxQhOT0mBwkKlGu91dMv1IqFKvDdRDlGA8uOPsGEDlPp6bMxYY7b1MumE4RQ+xDqb0UY+hwiEU5SSAsXFsGWLj7IUNc10KEvzzKw9STCC043ZNqtqvKKBlOaLBxPAQyVeUSXKIQpQHnoIhgwR9ZPy8nz0ISlJsPM5CIkSfc0ppVquwkd4xA/J6RA1GtbvTzIJjEYLTm+K/Pp/uONAu98lnUq8t1EOUQCSlyfUcUEs+TRv7qMPMtRyO042+93vlk4tNzcXXn0VbrkFktQ44R10F2T8LNqh0RDZ2157Ap028sYRNVpwelPEQyX+YulU4r2NcogCkOefNytDnzjhw7V2Qy3XGlgd2VM6tVxdh//7P/jwQ5H+q/ACubuhKFO0Yy72Uj0L/+KGG+D3v4d//7sRFJZbxkNQuaRz+iqpJJ0rBqeDUo33GkHhZtsYxyVRifcFyiEKMJKTPdfWs7MbIQDRmi6d/rMPP8geWrY0y55s2QJnzthrjxRIvlyWny+c5//8B156qRH8PYfTVK0uPAl5B3z8gY2HEZzepYu57cYblWp8g9FdkF5edTg0Flr0sNeeAEA5RAHGnDme/UYJQGx5IQS3FO2MX6R6OjUwBBpdLlizpuZ9FTWwNVHEJ1jjXM7slU4Ibt06c5b24saSVyorNtuGwymJUGpCgqfyflaWfbZIQ+4uKMkR7diLpJyl9TbKIQowqgo09HkAouaAmPKinIWnpHo6NbjEMomxSq4QjcbFCLw/9lV5Pwj2L5BOCO5ny0SpT0RRq6J5V7Od/pNwhiQS2evcGTqWqwusWWM6nIp6Yp3Nj5FLFNVXKIcowLBOKxs0SgCiNY4o4xcff1jjoxwiLxE/E3o9ZD6Z6qVSCsFZHaJGmyEa8gruIXv/QuEMSfTdaprpXOblwbZt9toT8FjH6djG8toDG+UQBRhjxnj2faaOWxHJ44g6d4boaNH+/nsRU6SE4epJzDCzLaGYp8sFq1eLdps20L17I31wUAREDy3v6FKK7Fln236R77mrcTHGaUcItB5sry0BgnKIAoyCArMdEmL+cPs8ADF6mDk1L6FDlJwMmZlmf9s2pZZbb3a+ZLYlFPPcvl2UegExO9S4oRmWIVtCkT1jtu388+21I+ApTBOxeyAKujrD7LUnQAiy2wBF3YiNFevsmZliUA4JaaQPDm4OrfpD9kY4vR2KcyCkVSN9uO+pSS03IcFe2wKKlCTIXG32L5wulnZAmtkMW5bLoPJ3GztKuu924EA4fhzat7fbkgAnw3qdqOWy2qJmiAKMl16C1FQ4cqQRnSED97KZ7lnSQwKUWq6XcBWJIHwQmlUDnpFOCM42h0gvE/FZBppTuu82KEg5Q15BBVTXC+UQBSixsTZ8qMSB1Uot10t0mCT0T8DMTJRMCM5wiMLCYNCgRvzgfokw6HmI6Cz6meugz2NSfbcKL2Edn437UHFOlEOkqD0SB1YbarmGU9Roweqy4TEQyzdV/9ln4HCImYwWLeDrr20wwvheywqkK/RaEZV6Xw/KiiDzV9Fu3gPC29prTwChHKIAoqTEZgOadYaITqKduRZcpfba40UMtdx+/cSTf6MFq8uGNXZBsifT5GT47W/hwAEoLYWMDJsC763fq/X7loSyMlFKZ+DAylm1ilqQtVEsXYOKH6ojyiEKEIqLISYGhg+HZ5+10RBjPbo0X7qn04QE2LwZzp4V/ytnqI7oulkqIDhSKJxLRE2B942K5A6R0wnLlol7cO1aKCy026IAI8Myex+r4ofqgnKIAoRNm0RV9nXrRNqvLWxNhFJLoa/0n6UpHWClsFDEibz3nt2WBBj5h0WdLYDoEWZwtST4TeB91AAzjVpChwhMPaKSEtiwwV5bAoatiWI8toYzZG+Vbnz2JXKNWBJjFSlrtFIBFdGccHyR2d/3hlSlAwyGDBHK1X/4AxQV2W1NACHxchnABRdU3mZL4L0zRGjLgCijc/ZUIxvge5RAYz0wyuacXCb6jjDY+6p047MvUQ5RgLDa8ltjm0MUPxP6Jpr909ukKh1gMLhc1LW4GDZutNeWgEJyh+iWWzz7tgbeS75sZh3jpk+H/v2VSOo5iZ8JPR8Q4QwArkIpx2dfohyiAMF4SmreHPr2tdGQfrMBS3569z/YZoqvGGn5rVkt32+N73BnmGkQM9xWU3xBaKjZDgqyOfDeQwJDvot0xw6z7XJBSopSjq8VxswhSFk2x9cohygAOHoUjh0T7eHDRdChbaQkAZZAik3TbDPFVyiHqB6UFkD2FtFueaFUKuYG1mvh119tDryXfIYoqUJFEtsC2AON3fPMtoRlc3yNcogCAOsa+kg7VyJSksQa9Xk3m9sOfyTdTde3r5iJA+UQ1ZqsX0Vle5ByuQxgTbk4e7Nm0KePvbYQ3haadRPtrPVQVmyvPV5mz57K25Ry/DlISYKsdeUdDS58XIzXko3PvsRva5llZ2fz4IMP0rVrV7KysnjuuecIC6u5QN3333/Ptm3bANi6dSszZsyga9euANx2222sWLHCve+wYcNIDpD5V7+IHwLxxBE/F3rcA4c/FNsizpOqdACIGbhhw0TV+2PHxAxd5852W+XnpMutjGtcByCujSB/GDljRkL+QSgrhJwtED3Ubou8RlycWCazZvUp5fhzUFaImONwiVnaAU+JbETJxmdf4rczRNOmTeOmm24iMTGRyy67jKSKc6gVOH36NG+88Qb3338/999/P/fddx/TppnLOSNHjiQ1NdX9L1CcoeRkeOMNs5+ebp8t9EsUa9LWp9OiNOj7hI1G+Qa1bFZHPAKq5RODW2Mp3TdihH12eBArbxyRoRxvRSnHn4MOEwGjbE75RSpZ2Rxf45cOUV5eHsuXL2fChAkATJw4kbfeeguXy1Xtew4cOMBqyy9X37592WGJzAvyi0e6upGcLAIJz541t91xh58EFho3XNlZ6QQaQTlEdULXzR/kkCiIjLPXHh9gvQZsXba2InEckaEc37EjBAeLZWylHH8OrAW3o/3Faw8s/NJL2LJlCz179sThEP5aeHg4kZGRHDhwgB49elT5nn79+vH++++7+zt37qSvJR0rPz+fqVOnUlBQQHp6OvPnz6dNmzZVHquoqIgiiwBNbm4uACUlJZR4uX6GcbyqjpuYGFSe2mtmdWmazpw5OpMn2zsN6ogairN82azs1M+4WvSz1R5vI1LvgwH45RcXJSXVf981ncMmQd5+govE1KWr9XDKSsuAwJmmr835++UXJ8bz46BBJfaX0QFo1psgZwRaWQF6+i+U+oVR3mPyZPHPSnV/YpO/BwFn+i/uGY6SVkP8oNZT3fDVOazL8fzSITpx4gTR0dEe26KiokhLS6vWIXI6nVxyySXu/rx585g500w53LhxIwsWLCAsLIyvv/6a6dOns3DhwiqP9cwzzzBnzpxK25cuXUpERER9/qRzsmzZskrbdu26Cl33TCnTdY2dO10sWrSo0v6NSauyMkaXt49vTWbjnvNstccXdOw4FpdLo2XLDL75Zou78Gt1VHUOZadn8Ye0cB2mY3l/d2Zr+N8daLjYHXJzje/1N6o7fyUlGr/+eiUA7drl8euv3zWmWdXSs/hDOrua04wCtIIjfP/1e3QpXRaQ3723aIr3IAC6zm/O/kAYUEIEi1YdBO2w3VbVC2+fw4KCglrvq+l6xZVa+/nggw/44osv+Pjjj93bhg8fzvz58xk0aNA53//ee+8RHR3NFVdcUeXrLpeLuLg49u3bV+XrVc0Qde7cmYyMDCIjI+v419RMSUkJy5YtY/z48QQHB3u8NnhwENu2VZ4hio/X+fVXm5/AXcUEfR6N5ipCb96D0it2nPs9AUZBAdTG/63pHMqOY8dTOLebDw9l592G8/C7lPWZjevCwIgtO9f5S0+HBx5wsm6dxkUX6fznP/4x+1Xpu+98A86jnwbUd+8tmvI9CEDBEYK/EZMFrjbjKBu92GaD6o6vzmFubi4xMTGcPn36nL/f9Zoh+uGHH/jkk0/Ytm0b6enpREdHExcXx3XXXcfEiRMbHK/Ttm1bsrKyPLbl5OTQrl27c77322+/pWXLlpWcoYyMDGJiYgBwOBzU5AeGhoYSalVhKyc4ONhnN1tVx05MFDFEhiKusXyWmKgRHGx3+FcwtB4MGb+g5e0juCwHwmJttsm7tGwp4hbmzBFpwHFxIqgzIaHq/X15ffgt/RNh/7/cNcych9+F+Lk442cSaAUDqjt/HTrAJ5+IdnGxP9x75fRPhLy9cPgDAJxHPw3Y774mdu2CVatEDccXX6TGmdomeQ8C5JgF3xxtLsIRwN+Bt89hXY5Vpzt7/fr1XHvttSxdupQpU6bwySefsGXLFpKTk7n33nvZvHkzV199NUuWLKmz0VYGDRrE9u3b3U5Lfn4+LpeL9u3b1/i+DRs2cOrUKSaXLzxvL6+CumPHDoYNG+beT9d1wsPDG2RjYzBiBPzmN9Cpk1DJtVUZtypiLIF7mWvts8NHGEHtKSmi4KtSy62C0nyRaWjgCJFaHTckxG4LKjD4n5aOJuV3f//9cPfd8I9/QGqq3db4KdagehVQXW9q7RC98847/PTTT3z00Uc89dRTXHrppbRt25bg4GBiY2MZNmwYM2bM4KuvvuLgwYP885//PPdBqyEqKoqxY8e6dYMWL17M7bffjq7r3HzzzWyoovxxTk4Oixcv5o477gCE0/Puu+8CEBsby5AhpqT5ihUruOqqq+ptX2Pxyy+wZInQP3noIZuVcavCI8tlTfX7BShz5pizc6DUcqskawPoRvanA1zFSgiuMdk739LRpaxsbpU5WCPfMOMdrOOvhGVzGotarW0VFBTQp08fBhtVL2vA6XTyxz/+kV27dpGVlUXr1q3rZdgrr7zCww8/zM8//0xaWhovvPACxcXFrF27ltTU1Eq2vP/++8ybN4/XX38dgLNnz7rjjWJjY7n33nuZN28eQUFBHDp0iMTExHrZ1Zj4pfaJFesMkYQO0Z49VWuhKLVcC9ueNNvDF0DBMaGOC1LMVhQViVpafjmhbCjHt4yH0yli27Y50tWwqugQ3XCDfbb4JWVFkF1ehbpFHIRG17y/olpq5RBFRETU6AwVFRVx9uxZWrVq5d7Wq1evBhnWqlUrFixYUGn7gQMHqtz/vvvu47777qv2eOPGjWPcuHENsqmxWWtZhRruj05/RCcI7whnj4klM1cZOOSJXoiLg60VJJaUWm4FCo6a7ZgRQiEXpFHHXbxY/AAPGAAzZsA119htkQVDOT6kFWy4X2zrcKU0372BdexTmmBVkL1ZzMyC50Oqos40KDrw6NGjTJgwgREjRvD4448DkJyczM6dO71iXFOmpEQUkAQ4/3yI9dd4ZWPZrDQPcuXKNKtKFVep5VrQdSg5LdrBkRBZ/hAkkTrumjVQWiruxRp0Ye3BUI6PtngMIa2l+e4NoqPhggtEe+NGMWunsOChEq8coobQIIfopZdeYuHChWzatInRo4UqTUJCgu0aOTKwdasI5AU/XS4zkHjZLCEBrFJVERF+FtRuNwWpcPaEaEcPA81Psq+8RHIyvPKK2a+Q+Oo/RA0AR3lWbKZc96CBMQYWFcGWLfba4nd4xA/5i4x6YNKgEaxbt2506tSp0vbiYrkqL9uB38cPGXg4RPLNZ/+//ydm6EDMEARALH7jYc0sjPbHNd36Y2QY5ueb2+66y08zDJ0hEDVQtM/shaJMe+3xASqwugYMJ9gZAS371ryvokYa5BClpaWxf/9+ALRycYi9e/dy/PjxhlvWxPH7+CGDY4twX0bGk0pKklTZLsb3X1hYOaaoSePxZOrPXnvdMTIMrfh1hqGHBMY6++zwEcohqoKtibDpEcgvV6SOHgrbn5Fq7G1sGuQQTZ8+neeee47Bgwcze/ZsBg4cSGJiIrNVkEWDMW760FAR0Om3OMNwV1jO3QmbnxCZL5o8wdXWwXitfHJL9UfiGaKAyzC0fv+SLV0DxMebmX4qsLoczQk7nzf7epl0Y29j0yBJ6WbNmvGvf/0LXddJT08nJibGXZBVUX8yM2HvXtEeNMgPxeCsxM+E49+YP447nhaZLxKl/Vpn6NauhT//2T5b/AZXCWSVR/03P186lfKAyzCUXCQ1OBiuuEIkm4wYAWVl4Gzqv/vxM+HEUshYJfrpq6Qbexsbr3gvmqbRpk0btzO0ceNGbxy2yeJyibIdEyfChAl2W1MLet5vtiXTQAExQ2c4pWq6vpycFCgrj/qXbHYIKmcSGgKdfjv53ew8CGsj2hlrLWKZ8nDrrXD4MCQliQdFv4znamysExCSq8Q3BnWaIdq+fTt/+ctf3PFCBrquu7fpuk5ubm6VatKK2hEb68cDb1VkrjfbepmIIZLoxgwNhYEDxezQvn1w+rSoc9akkTh+CGDsWLOtaaJszuzZfpxhqGmiZMOxL6EkRwRXR/rrdFbdMYLcDcfUKKPz2WfV1xaUHlcppFvWDw2VeInG3samTg7RhRdeyK233spdd90FwL///W9uuOEGjwqyK1euJC0trbpDKGQjJQl2/0NkOJQVgDNcKqVig7lzxWA8dKhyhoAK8UPyOUTW5bL77oOXX7bPlloTU+4QgXBYJXKIaiqj02Qdog1/Bb1EtLvcKDLMJBx7G5M6OUSaprmdIRAV5K3OEMCYMWN4+umnvWOdwv8x1HIz18DxRVB2Fno+IJ1abkAsXTYmxgyRIwSi+ttriw+49FJIT4d166BjR7utqSXWpcvMtXD+HfbZ4mUCLsi9Mcg/Yrajh0PvqaIt2djbmDQoqPro0aNs376dPn36uLelp6dz8ODBBhvWVMnKguPHoXfvAAkaNFRxU+YKhwhE+mfXW2wzSeFjirLgzB7RjhoEzlB77fERMTEwaZLdVtSB6KGABujSZZrFxYllMqtT5NdB7o2BETMGZkFXNTPUIBoUVD1nzhyeeuopLrzwQkaNGsXAgQP5wx/+4C7joagbycnQv79IMQ0JgQcftNuiOiB52q/CglXnRlXW9h+CW0DL8ofTnK1QWmCvPV5k9mxzmczAr4PcGwNDkFELEg8migbToBmi6OhoPvjgA1wuF+np6URHRxMU1KBDNlk+/1xjyhSz73LBP/4Bo0YFyBp5zDCzLWHaL4iA6u++E5lms2ZBt252W2QTkscPBTQxI+D0NrFskrUB2oyy2yKvkJAgAqgffVTchwCXX+7HQe6+piQXTpfXDG3VD4LC7bVHErySdu9wOGjbtq3bGVJp93XnySedgaWMW5GQKGgRJ9rZm6FMvgqMH38Mf/wjvP02rFpltzU24pFhJt8M0ZIlcO+9oo7dyZN2W1NHJJ6pTUgQdcyMUIJTp+y1x1Yy1wPl64cS3oN20aDpnMsuuwxN0zzS7gFyc3P51SjVrqgVUgQNRg8XsSWuYuEUSXajVhRovO02+2yxha2JooCrMUMU1gYOvis0bySqsL5oEbzxhvj37bfQrp3dFtWBLMvDqHGeUpLEjJEE5ygiQoQUbN4M27dDXh40b263VTYgsUq8nTTIIbrnnnu4+eabPbatXLmSEydONMiopkhcHGzbFuBBgzHD4dC7op25VjqHaOhQM/W3SZbw0JxmWi9AcBSkzBZZhhJhPbfDhlW/n18S1tZsZ6wRzlDKLKnO0bBhwiFyuWDDBhg92m6LbCBDOUS+oEFLZhWdIRBp9+vXr69ib0VNzJhRVskZCrigQatAX4Z8HkPLlmYK9q+/iifVJqWWGz8TOlkC2s7slq5UQFERbNok2nFxEBVlrz11pt9saFYe3Hb2mOkMSXSOKs7UNjl03ZwhCm4FkXG2miMTXi88duLECbZv3+7tw0rPddfpHkVE4+LEj21ABQ226lde7BUpA6uTkyE11exv3y7Ucj//XKv+TbIR3t5sa8FS/dCCiFEpLhbt4YH64H3eTWZbC5LuHDV5h6jgCBSWB1BFDxPL2Aqv0KAls06dOhEXZ3qnDoeDdu3akZiY2FC7miTGj23z5uLHNiB0iKw4gkX6Z8YvkLcfCjMgLMZuq7xGdWq5Tz3lCJzg94aS+rnZ1kukKxVg/YENWIco/5DZ1kulO0e9ekGLFnDmTBN1iKyz75KFJdhNgxyizz//nKFDh3rLlibN8eOmQzRkSAA6QwbRw4VDBEKvpmMgKdvVTPWB701khmjrbDh7XLQje8N5N0tXKiDgHaKUJDj8odlv1lW6c+R0ini+778X/ZwcaNbMVpMaFxVQ7TMaNNemnCHvceSIRmysaAfkQGxgfWKRbNksLo4qpRF69tSrfoNsFFjWC2OGix/Y+LlSlQpYU56pHhoqCroGHEYpnYjOol+UDn0TpTpHAPPmwdGj4iGyVSu7rWlkPByiQIv6928aNEO0efNmBgwY4O67XC6++uorIiIiGD9+fENta1KMGKFz6hQcOgTBwXZb0wAq1lOSiNmzRcyQFV2HGTNc9hjU2LSKN9vGeZZk1gEgIwP27xftwYOFWnzAYaTW52yFgqNQmg+dr4OoQPTuqsdSLapp4SoRgpsAzc+HsFh77ZGMBs0Q7dixw/NgDgfXXHMNK1eubMhhmyyaJtSPO3Wy25IG0Ow8s8ZO5rrKa0wBjKGW264dOBzi/7ffhmuvledvrBFryQ4Jp+rnzTOHwz17AjyD0GOmdl31+ykCi5wUKCsUbQnvQbup1wzRe++9h8vlYvXq1ZSWlnq8lp2drYq7NmU0Tdyox76C4mw4s1eqtNCEhMqlVEpK7LGl0TFm/Jxh0KqvvbZ4mdWr2/O3v5mBe5mZYjbws88CpHRORaIrlNLpcZd9tii8h4of8in1miFKSEjg0KFDAOi67v6naRq9evXi7bff9qKJioCjJM9sW9VytybaYY3CGxSmQ94B0W49WGQUSsRHH/VE08yZPiODMGCzB1sPFkKaIN3StcGqVfDAAzBypBC1lZqtiWIMtWaYnd6uxlQvU68ZooiICB577DE++eQTbr31Vm/b1OT44YeOvPCCkxEj4A9/EGmlAU2zLmY7Yy3kHZJOLbfJIfly2fHjzdF1z4j5gCudYyWoGbTsCzlbxA9nSR4Ey1XjYu1a+Oc/jbZG+/Y17x/QGCrxoeUyJpoD9i9QY6qXqXcMUXBwsHKGvMT27TGsWuXghRckKVg4+J9me+9rUqrlghDw+/VXEYwrPZI7RB065HnMEEEAls6piBFHpLvMQFyJsGbjrlsnuThh/Ey48HEoKh9sdJeUY6rdSH4VBQZ79oj6AA6HyG4JeEJaCp0aAHRwhEh34779NkRGCj2UxYubgA6R5Km+EyYcQtc1t6xCQJbOqUjFOCLJGDRIjJkAb7+t8de/jpFbNb7tGLOtOaQbU/0BnzhEa5ukfGj9yM+HI0ciAejbV6LKzUYJDwBXsVj/lojOnUXdK4D16yUehKG8dlL5DFFYG5FJKBnHjrVwt0NChAZRwJXOqYjEEhgA334rCrwC6LrGkSORTJkSFNjZgTWx41mzrbukG1P9gTo7RGvWrCEvL6/GfTZu3Fhvg5oamzZpuFziBzWgBRmtpCRB9iaz3/4KsWwm0Q08dKgp0rhuneQO0Zm9ImMQxI9sRXVKCdi7V8zS6rpYtt68OcCdIRCztEHlT1gSFlueM8ezL2b49MANhK+JlCQ49b3Zj/urdGOqP1DnoOo//elPJCYmcv7553PFFVd41DIDkXV24MAB/vSnP3nNSJmx/phK4xDpZdDjT7BvvuiHtJJO0TgyEnr3hh07YOtWjaIiiVefJY8fKiqCgwfFLG3PnhIpHzucED0UTq2As8eg4BhEdLTbKq+xZ0/lbbquBW4gfE3opSJQvjQfQqJg8EsQGi3VmOoP1Nkh2rRJPPmXlpby9NNPc/vtt1fa5913322wYdnZ2Tz44IN07dqVrKwsnnvuOcLCwmp8z+HDh5kxYwbdunWjtLSUp556Cq38abam1+zE6hANkyU0o1+iUFQ9+JYQEctcCxd/YLdVXmf4cOEQlZZqHDzY0m5zfId1uUXCYpJbtmiUlooUdWkeSgyihwuHCIRjGxHo014mcXGQkuKp/appOj172j+ue53z/x9sK5/6ih4mZmlVDJHXqfdjbVBQEJdeemmVr40aNareBhlMmzaNm266icTERC677DKSks49NXjnnXfy+OOPM3fuXGJjY3nzzTdr9ZpdJCfDV1+Jm9fh0OV6snEECy0UEPo1hen22uMDrA6sERgvJdblltZD7LPDR1hjwORziOQNrJ49u6IQvo6ua4EdCF8dkgsyJifD4MFB3HDDVQwebF8cWIPm+bt27Vqn7bUlLy+P5cuXM2HCBAAmTpzIW2+9hctVfc2o/fv3k52dTe/eIrtp8uTJzJ8//5yv2UVyslDCLSkRg7HLBTfcEODlAiriEdS53j47fIT1x9OIQZGOskLI2Szakb3E8qdkSLlsbWC9ByWLIzJK6ZiJKBrz55cGfuxXVUi8bG38Fm7bBiUlTrZtE307fgsbVNzVV2zZsoWePXviKM+pDA8PJzIykgMHDtCjR48q37NmzRoGW3LWe/TowZ49eygqKqrxtdDQ0ErHKioqoshIIQJyc3MBKCkpocRLdRoSE4PKU3uNwVgEBM6ZozN5shzrwlqrQe4LrCz9F1xt5Cr426sXhIcHcfasxp49UV67NvwJLfNXglzi73JFDaVMwr9x3TqxXBYaqtOrV6lcpViCYwkK74R2NhU961dKiwtNBWsJmDwZXnpJY/duneDgjVx/fTwlJfLVFnSmr3HPXpS0HCBVvaCKv4VGcLy3fgvrMi77xCFasWIFl112Wb3ff+LECaKjoz22RUVFkZaWVq1DVNV7WrRoQWZmZo2vdejQodKxnnnmGeZUTGEAli5dSkRERF3/nCrZtesqdN1zYNJ1jZ07XSxatMgrn2E34a58JpS3M3YvYs3hobba4wu6dr2EnTujOXWqGf/972Jatiy22ySv0LP4Q3QclGrNMGrcn0rdyenjt7E75GZbbfMmubnB7N8/CYCuXbNZvvwnmy3yLj2LP6RDqUYkoJXm8dM3b9C+dA0aLmnOY2ys+Afwyy8n7TXGB2h6KVcW/ApAvtaW5d/JNdvu69/CgoKCWu/rE4do165dDXKIiouL0StUSXe5XDUGVdf0nroe77HHHmPq1Knufm5uLp07d2bChAlERkbW9c+pkl69HGzbpnuUC9A0nd69NSZNmuSVz7AdXUf/aiZaURptHIeYdMUV0qVsr1zpYOdOiI0toHv3MQwb5peTrnXGsWMTzu1zcLXsC+U+XvuyX2nT60q6XyjJ9QksWWJej5df3kKee68ccR4/dvdHR32H8/iXlPWZLdV5LCkpYdmyZYwfP57gYLnq7JG9CedycROGdxrDpBHynDcQv4UpKTrgm99CY4WnNtRp9L799tv54Ycf6N69e7X76LrOwYMHG5R237ZtW7Kysjy25eTk0K5duxrfc/DgQY9tZ8+epXXr1jW+VhWhoaFVLqUFBwd77WZLTBTrpJqmu6cIdV0jMVEjOFiiFO6Y4XDsK7SSbIILD0PkBXZb5FUefhgefLCETZuWMWzYJHkG4/6J4HDiSJllbus7G2e/RORZcIG8PGjXTufkSY3hwzWCg+VwaN30T4SzR+HAQgCcx7+E+Lk442dKdR4NvDlG+w2nTV0/R+xIHJL9fY88ArfdZva9/VtYl+uhTp/2/PPP8+STT/L9999X+2/FihU8+eSTdTbayqBBg9i+fbt7Vic/Px+Xy0X7Gqr3DRs2zC0JALBnzx4GDBhwztfswggIjI/XCQ4uIz5eD3xl3KqQOMsFoEMHWLNGlA1o0SKI/v0lCoy/wPpQowk5Bcm46SY4fLiUBQuWMGmSfLEnAAyZZ+nIma7tcsGxY8147z2NI0fstsbLSF42xxq14nC4bP0trJND1LZtW4bVQixn4MCB9TYIRLzQ2LFjWbFC6GcsXryY22+/HV3Xufnmm9mwoXKhwvj4eCIiIti3bx8AX375JXffffc5X7OThAT49dcyPv30a379tUw+ZwikLx+QnAxTpgRx5EgkRUUaKSn2ZUh4nY0PWjq6tKq4mgaxsYV4aTXc/9j5oqWjwxb5HKJXXnFw332Xc+edQSxZYrc1XsbIDnQEQ+uG/bb6I9ZKX3/5y2ZbfwvrPD/csxbln/v06VMvY6y88sorPPzww/z888+kpaXxwgsvUFxczNq1a0lNTfXIGjN47733SExM5LzzzqOoqIhp06bV6jWFD4m2BFJbU0clYc4cc4oXhC6KpsHcucLhDVhSkuDQe2a/yw2iVABIOcMgLSlJ4rxFDYbs8gfJ7U9KV3B50CBzdm/tWvCD513vUHwacneJdqv+njUiJWHSJDFurl7tolevrHO/wYc0eMH80KFDrFixgoyMDDp06MAVV1xRbWxOXWjVqhULFiyotP3AgQPVvqdLly4sXLiwzq8pfEhIK4jsCbm7IXszlBWBs3J8VqCyZw8egfEgbu6AF9nUy6B5D8gTs6oMeA5axqtSAYGGXibK5kR0gLV3iW3tJkh3HgcN0nE4XLhcDtbJ9NyV9StQ7uxJuFwG0L+/+FdSUsaiRfm22tKgiKX//Oc/TJ06lezsbFq1asWhQ4e44YYbWLp0qbfsU8iAsWzmKhZOkUTExYkZIiuaJmpiBTTxs6G4/GktNFZUuI+fKVUc0fTpcPHF8PDDDnJy5HHSPeiXKM6b9cc0uIVU5xEgIgLOO09kE23fLoLlpUByhWp/o0EO0e7du0lOTmbq1KncfffdPPHEEyxfvpzFixd7yz6FDHjEEcn0+GaUD9BwP8UhZogCvnzAmX2mQyRhhfvkZJg3D375Bf75TycbN8babZJvibwQd+V7CWP5AC64IAcQAda//mqvLV7DOl5KWEfQ32iQQ9SsWbNK2zRNc8cQlZXJNS2rqCcx8gZWJyTAxx+XEhxslpX58EMJsgUlLuhqlAo4e9bYojNv3mA+/1wup88Dh9OsQ1eQCgXH7bXHB8TFZbvba2UYZnTdDKgObgUt5JIsAVi9GjZs8B/h7QY5RB06dOCdd97hyJEj7n8//vgj2dnZHDlypFYFWRVNgJbx4ChfkpCsnhLAddfpjBp1zN3v0sVGY7yFxFP1IhDeukXogD31lET6X1Uh8YMJeDpEUsQRFRyFwnLl7eihoMl3fU6fDkOGQGQk5OTYbU0Dg6qfeuopRo0a5U6PtzJ79my2bNlCYmJiQz5CIQPbn4awNuIGz9sHRZmw5zUR2ClJLENcXDbffy88oXXr4KKLbDaooVgd12i5Sq6IQHjPbbquBX4g/LmouHTdOdCnMT3p2PEMzZvr5OVpgT9DtDURcnea/ejhImNQojGztNRc2mzXDlq1stUcoIEO0UcffcSQIUMqbXe5XDgcDnZLP8IoaoXmFM6QwYYH4dC7IvtFEqSarpe8wn1cHGzd6rlN03R69vQsHyAdkmuCOZ0wZIjOypUax47BsWPQsaPdVtUTzQlHPjH7+Qfh0PtSjZnbt4NRZqwW8oaNQoMcIofDwfPPP89ZczEeEJXnFy1aVCvNIkUTIH4m5GyFo/8VfcMZkkgH5bzzcgkP1zl7VoKn0+zNUF7hXrblMhAB79dfb/YNHakZM8poYBSBfxPRASI6iRiizPXgKhOxRRIxdKjO+vViSfT886FXL3G+A04TLH4m7P83FBwWfcMZkmjMtI6Tw/1kmGmQQ/T8889zzz334HB4DiKaZBkpCi8w8G+mQyRh+QCnU2fQIJ2ff9Y4eBDS080K3AFHhrwB1QCjR5ttTRPlcyZNWs+118qnAlyJ6OHCISrNE0syrfrabZFX6ddPJz9fnFddx60c/9lnAeYUuUqhKM3sSyakCf7pEDXocWj48OFccMEFjB492uNfQyrdKyTloEX1GB1S5Jn6NRg2zFMtN2CxpvpKKAZnDbi9/35RPmfEiBP2GdSYSF5b8LnnnG5nCDyV4wOKnBQoM1ZeHELDTbLSOcYYGRQEgwbZa4tBg2aI1qxZw+eff47T6UTXdTRNQ9d1Dh8+XKOitKKJkZIEKbOhRRyc2VO+bTayzRRNnqzTrJl42rnkErutaQDGD6UzDFr1s9cWH+CPT6aNhnUJNGMtdP+Dfbb4gKoD5gNQOT7FImQ26O9Qckaq0jlnzsCOHaLdrx+Eh/tH6n2DHKKhQ4dWWRNMOUMKD4zyAZoGW8tv5s7XS1c+4JJLdAJ+crQwA/L2i3bUIFFQUjL+9CdRKmDt2gB3XOtD68EifVt3STlDFBcH27Z5OkUBqRyff8RsRw+H2JGiLcmY+euv5jnyl4BqaKBDtGrVKvbu3UuHDh08thtB1QoFYKaJnlhmbgtrJ036qFR4LJfJOX3Stq0QzjTEM/3hybTRCG4OLfuKJIfT26A0H4IqC+wGKjNmlDFlivmzZiyfBZxyvKtI/G+tcC/BzJCBv87SNsgh6tevH2PHjq203emUK3NB4SWihyHSmnUpn06lQGKFakU50cOFQ6S7IGsDtLnUbou8xnXX6Tz5JMyYIfpRUfDmmwGmHF+cY6lwP0C6CvdG2RyD3Fz7bKlIgxyiOXPmVNq2Z88e+vfv35DDKmQlpKXQtcndCTlbhN6NZDe7ywW7doknoF69YORIuy2qIxIrVCvKiRkO+xeIdsZaqRwigAcfFDNCZWXQoUOAOUMgJBEMJHsoMcrmGInomgZ//St06gSTJ9trGzTQIcrKyuLdd9/l9OnT7m26rrN582auuuqqBhunkJCY4cIhcpVA1iZzbVwSVq6EceNE+09/CiCHaGuiiC0xlszC2sDBd8QsgkRLm//9LxQWwogR0L27dDVra0fmBku73AGWSAU5IkLEiG3cKMT/cnNFaYiAQeKHEqNsTlVZgP7gEDUo7f7555+nc+fOFBcXu1Puhw0bxpVXXukt+xSyET3CbGeusc8OHzFkiPkjG1Cp95pTZLYUlytuB0eJvibX8vff/ga33QYXXACW57imRVhbs525tjwLdJZU59qIS9F1szxEwJBhGRdjRlS/XwDi71mADXKI4uPjSUhIYMyYMXTv3p3Ro0dzxRVXVFKuVijcxFRI+5WMyEjo3Vu0t261VlT3c+JnQmeLct2Z3dIp4xYWwpYtot27t3/UTrKFfrOhWTfRLkgVzpBk59oaqBtQDya6Jb4yNBqad7fXHi8TF1d5VtafsgAb5BAVlBciGTlyJO+88457e0mTSttQ1ImWfcEZIdqSBla3LX8ALy2F+Hixbh4QhLU321qwVD+QAJs2mRll/pTZYgvnTTHbWpB053qEZWJlTSBNROcfhKIM0W49TLo13dmzK0si+FMWYIMcosjISPr164fD4SAsLIwpU6bw17/+le3bt3vLPoVsOIKEFgpA/iE4e8pWc7xNcjKsWGH29+8XQYQB4RSlfm629RJplXFBOUTkHzbbeql05/qCC8wZwLVrKy/T+C0ey2XyXaRXXQXB5dJmmiZEGZOT/SfwvUEO0Y033sjmzZsJDw9n6tSpPPHEE4wdO5bXX3/dW/YpZMS6Li7ZLJERNGglIEoHbJkFZ4+Ldss+YgklZZZUP5TKISonJQkOf2j2m3WV7lw7HKbg36lTcORIzfv7DdYwgmi54odAhBEYs7Q33wybN/uPMwS1dIgKCws5fvx41QewFHbt168f11xzDcHBwWRlZZHrTwIDCv/BmjkhmUPk70GD1XI21WxHDxdLKPFzpVHGBdMhCg8XS5lNFkM5vtl5ol+YBn0TpTrX4LlsZq1f59d46ID5kYSzl7A+lIzwQ3+vVmn3YWFhfPjhh3Tr1o2EWpQMXr58OatWrWLWrFkNNlAhIRIHVsfFiQrbAVc6oGUfs23M4EkUV5KWBgcPivbgwaKgZJPFSK0/vV0snZUVQOdrIGqAnVZ5nRtvFPfdiBHQrZvd1tSCsiLI3iTaLeIgJMpee3yANZ7LHx2iWi+ZGTXLrr/+et5++22OHTvm8XpmZiYfffQRN9xwA/v27SMxMdFj9kihcBPRCcLLy71krgOXPE+mFYMGwb+CBqtF4lRfgJdeMtu7dgVITJevsZ7njECKPK4dffrALbfA+ecHSGxy9mZR1R6k0x8yMByi0FChFeVv1MljSUhI4L333qO0tJS77rqLuLg4evToQc+ePfntb3/LyZMnmT9/Pn/84x99Za9CFozBuPSMKVMvAQkJ8Nln0LWr6LdoAYmJ/rVOXiWGJlRQc4i80F5bvExyMjz7rNnPzAygQHdfIrlDFHB4LJfJ91CSmQn79on2oEEQEmKvPVVR54nj8PBw7rrrLu666y5f2KNoKkQPh6Plv0iZa6FVn5r3DyASEuCaa0RgZ0A8mRakin8g6s055BHog5rVcWsRASAvUQPBESJmJSQUSQ04rOEDEmaY+Xv8EDQwy0yhqDend5ht4+k0JUmUkJAApzNAnCGoMBD76UjVAAI20N3XOEOFUwSQuxuKsuy1xwecPi1mAh95BD7//Nz728LWRDH2GU6pMwxSv5JmLDSwxg/5a5ancogU9hDR2WxLWj4gYLDODkiY6uvv6ri24iGBESipWLVnzx6xPPr882Ip2y/RnGLsyzsg+qGxsG2OdGOhmiFSKKqjfxKEtRPtnK1Slg8wKC2F7Gy7ragBycXgjEB3a4XtgAh0bwyi5Y4j6t/fzCj84APR97vYsfiZ0PVWs19wVMqx8N134csvISkJunSx25qqUQ6Rwj46XWO2JSwVcewYXHaZUMx98EG7rakGVwlklVe/bH6+qHIvGRdfDJ9+KlRxw8L8Tx3XVjxmiORziL7+WjyQgHCCU1L8NKC+WVezLWEpFYA2bURF+xkz/DecQDlECvsoTDPbEpaKiImBX36B/HxYvdpua6ohZyuUFYq2hMtlAGPHwl13QadOUFDgf+q4ttLsPAgrL76XsRZ0l732eJk5czz71oB6v+LQB2ZbwlIqgYJyiBT2kJLkWTurRU/pygeEhor0UhCxDJmZ9tpTJZIHVOfkwI4dIrj21Cn/fTK1DU0zz3tJDpzZa6s53mbPnsrb/C6gfuscUdQVILyjlGVzAgW/dIiys7P5/e9/T2JiIvfffz+FhYW1et/333/PvHnzmDdvHnfddReHDh1yv3bbbbfRqVMn97/aKG4rfIheBvFzIKS16Bdnir4qH9C4SC7IaP3O/TWQ03YkjiMKiID6wpNmO2aklGVznnwS/vOfqh1Uf8IvBeynTZvGTTfdxMSJE/n8889JSkriqaeeqvE9p0+f5o033uCjjz4CYNOmTUybNo3PylMLRo4cybvvvutz2xW1xCgfkLkWji+Cogzoegu06GGrWd7G+iO8Zg1ccYV9tlSJETfiCIVWfigd20CsS5UjR9pnh19TUaDx/Dvss8XLzJ4tYoas+F1AvbVkSkz5RSpRDFF+vvi+XS4Rv7dli90WVU+DZoh27fK+wnBeXh7Lly9nwoQJAEycOJG33noLl6vmte0DBw6w2jL69e3blx07TK2boCZdvMiP8Xg69ddAm/pT0SHyK4oyzSWS1oPA6YfSsQ3E32sn+QWth4BW/lMgWWC1oRzfsqW57aWX/CyGzDruSThL++KLwhkCSE31w4B2Cw3yEu666y5eeOEFRnhxpNmyZQs9e/Z010ELDw8nMjKSAwcO0KNH9bMH/fr14/3333f3d+7cSd++fd39/Px8pk6dSkFBAenp6cyfP582barOqCkqKqKoqMjdz83NBaCkpISSkpIG/X0VMY7n7eMGClrUUPdFWJb2C65ON9lqT32o6Ry2bw/t2wdx4oTG2rU6RUWl+EuJP+3Uz+Z3HzUMl2TXoMsFa9YEARpt2uh06lRKVX9iU78HIZSgyD5op1PQs7dSejYHgprZbVSdqOkcTp4Mjz3mYPp0oesTGlpKSYleaT+7CMpYjQboWjClLeKp8iINUD7/XGPWLNPNyM7Wuf56jY8/LuW66zzPga/uw7ocr0EO0a233kpRUREvvPACDoeDCy64gPHjxxMWFnbO93799desWrWq0vZmzZoRHR3tsS0qKoq0tLQaHSKn08kll1zi7s+bN4+ZM81px40bN7JgwQLCwsL4+uuvmT59OgsXLqzyWM888wxzKqYnAEuXLiUiIuKcf1t9WLZsmU+O6+8E6QVMQkND58zBpfxwcpHdJtWb6s7heecN5cSJDpw+rbFgwY907pzXyJZ50rP4Q3QcOCjDCKU4ceBX8g7dxu6Qm221zZukpjYnJ2ccAF27nmTx4pqDuJrqPdiz+EPalhUQBWi4WLv4VaLLtqPhCrjrobpz6HBE0atXH3r2zKag4BiLFuU0rmHVEKyfYVKBCKzJ1rrx05LvbbbIuzzyyBggEhCBXLquoWk6jz6aT2joyirf4+37sKCgoNb7arpeUdS+fmRmZvLyyy/zzjvvcM8999C9e3euv/76Ole8/+CDD/jiiy/4+OOP3duGDx/O/PnzGWSk7JyD9957j+joaK6oJmDD5XIRFxfHPqPSXAWqmiHq3LkzGRkZREZG1uGvOTclJSUsW7aM8ePHExwc7NVjBwpBSwehnd6GrjkpvTYjIJ9OazqHL7zg4PHHxdPpggWl3HGHvU+njh1P4dw+B1ez83HkH3BvL+szG9eFT9homXf5z3807r5bPPM9+WQZjzxS9bJ7U78HjevBwNVmHI607wLqegjUc6idWEzQKqHHVnbB/bgGvGCzRd6lRYsgiooqp3aGhuqcOVPqsc1X5zA3N5eYmBhOnz59zt/vBs0QPfbYY7Rt25bvvvuO6Ohofvvb3/LEE08QHBzMqVOneOihh3jxxRfrdMy2bduSleVZUycnJ4d27drV6v3ffvstLVu2rOQMZWRkEBMTA4DD4aAmPzA0NJTQ0NBK24ODg312s/ny2H5PzEg4vQ1NLyM4dzO0HWO3RfWiunN48cVme8eOIGw/zf0TweHAkWKJLI2fgzN+FjIVC1i/3mxfcomT4OCa/7omew/2T4SSLNjzMgCOtO8gfi7O+JkBdz0E3DnMNi9SZ5uLcAaS7bWga9fKEgeaBr16adWeJ2+fw7ocq0HRDEuWLKFLly58+umnvP3221x11VXuD4+KimLJkiV1PuagQYPYvn2722HJz8/H5XLRvn37c753w4YNnDp1ismTJwOwfft2AHbs2MGwYcPc++m6Tnh4eJ1tU/iIGEv6j2RpvwBDhsDUqdCrF8yf7yflAzpbU28cED/LNlN8hZHz4XSKc6CogcH/8Oz3nWGLGU0OaxB7jHxpkL/5jWff38vmNMgh+uijj0hISKgyZigkJMTtkNSFqKgoxo4dy4oVKwBYvHgxt99+O5qm4XK5uPnmm9mwYUOl9+Xk5LB48WLuuEOkjOq67k6zj42NZYhlRFyxYgVXXXVVnW1T+AgPh0i+TLNvvxWZFrt3Q2Ghn5QP2PK4peOSUgRu5UrYu1dUOW8WWKuwjc+2CrImG6faY4eP0XU4eFDcg7bjKjOFUcM7eBa8lgRrPHNwsP+XzWnQkllcXJy37PDglVde4eGHH+bnn38mLS2NF14Q66rFxcWsXbuW1NRUBg8e7PGe999/n3nz5vH6668DcPbsWXfMUWxsLPfeey/z5s0jKCiIQ4cOkZiY6BPbFfUgMg5CoqA4WzhE1kqcEjBnjvlkBJ7lA2zRB01JgmNfmv3udwllXJBK/0TToEcP8U9RAylJ4vy3GQtp5UG9u/8hRFMluh6ysuDCC4Vi+bhxsHy5zQbl7oDSM6IdM1KqMc/AUMJxOCAjA7wcgut1/FKcp1WrVixYsKDS9rCwMA4cOFDFO+C+++7jvvvuq/aY48aNY9y4cV6zUeFFNIfQIzqxGIrShYx98/Pttspr7NljOkMGtpYP0MsgJFqogztCYMjLENFFKmVcRR3Qy4QycuxF8H25Q9R6qHTXQ1SUWD4FWLsWysrMvi1kyL1cputwww3Qrp2oIejvzhD4qUOkaILElDtEAOmrpXKI4uLEFL3VKbK1fEDcX2BbeVZR68HgDJNqJkBRRwzV+JIz4uFEd4Gr2NwuCZom1Mo/+wzy8mD7drGEYxuSCzJqGjz++Ln38yf8RCJO0eSROI5o9uyqZ4hsCyyUPJDzs8/E02hQEJx/vh8EsAcKwS2gVbmHcDpFOEiSYS3fstruYcYY5xzB4sFEYTvKIVL4BzHDMcS7ZHOIjPIB1injf/zDxsDC9F/MdsxFNhnhG5KT4be/hTNnxJLIwYN+EMAeSBjXg+6CTH+sRtww/MYhKsqC3PI0yKiBYpZWYTvKIVL4BztfhNBY0c7ZAqUFIthza6KdVnmNhASYYclk9pHgee3IsDpEcs0QGQHsVowAdkUtsF4PVsdZEgYNwq0DZptDtDURNjxg9mNGSjXWgSibs3WreCgJJJRDpPAPNCcUpYm2Xga//p/IfNECTRqueqwCjb/Y9VvjKjGf/Jt1hYgONhniG/wugD3QiLXMGGbI5xCFhQmnCMS1kplpgxGaEw69a/bPHpdurNu9W+itRUX5r+ZQVSiHSOEfxM+ETtea/QMLReaLRMG+gwZBSHlBedscouwtUHZWtCVbLgMRwF4RWwPYA41m3SCsrWhnrBZLZ5JhXTZbY4cObPxMaN7d7B/5VLqxzph9O3PG5tnwOqIcIoX/0P9pS8ch1QAB4unUkM/aswfS020wwvrUHyufQ/TQQ559f1fG9Ts0zXSUS07D6Z322uMDrA7RNdfYoBzvKhPyIgaOEOnGOusD30UBNMwoh0jhPxz51NJxQYp8gR/WwcGWGAaJA6oByssVAkJjxt+Vcf0SyZfNcnLMdlmZDcrxp7dBSW55xyEkDiRTijccoqCgwCqboxwihX+QkgQps6GFZc0jZbZ0A4XtcUTGD1xQM2gVb4MBvuXnn832++/D5s3KGaozMXI7RK++6hl4b1WObxS2WLIrBv1dLJelzJJmrMvOhp3lE4sDB0IglQ1VwowK/8BQy3WGwObpYluna6RTy7VO1ze6Q1SQCgVHRTt6GDjku/2tDpHV+VTUgdaDxDKOq1jKTDPbA+/zD5nt2EsgunwKRZKxzhqXNTLAkljlGxEVgYmhipu2ytwW0lo6tdx27eDGG6FrVxgzppE/3EMZV77lspISUZIBoEsX6NTJXnsCFmeYEArMWA1n9kBhBoTFnPt9AYLtyvHGcpkzAqL6i7ZEMUTWUIBAih8C5RAp/I3oIZan05/PvX8A8vHHNn2w5PFDug7vvCNmiQKhbpJfE3OR6UBnroGOV9lrjxeZPVvEDBkB940aeJ9/FAqOiHbMcKFSLRHJyfDSS2bfGq8VCKgYIoV/4QyD1uVTyGf2QGGavfbIhIcgo3y1k0JChEr1Sy8JgUZFA7AGVku2bGYox7dvL6qwh4SIfqPEmlkf8mIvaYQPbDySk4WjmZdnbvvjHwNLJV45RAr/I9YS/CHZYGwLWxNhyyzI2ij6kb1hz6tSKeMqvIz1h9twpCVSU05IgD59hKJyUZEI/m0UMizfa4xcQW4yqMQrh0jhf1gdogw5l810Hfbvh48+qhzg6XU0J2xPAr1U9J3h0injKrxMcCuznblOOEKSXTPWoPufG2uYcTuamnSztLYHq3sB5RAp/A9rfIs1yFoibrwRevSAm2+Gw4d9/GHxM6HdeLOfvVE6ZdxTp4RzefSo3ZZIQvxMaFkuy1B2FrbNke6aucSyYrWqMYaZkjOiTiNAq34Q0rIRPrTxiIureoYokFTilUOk8D/CYiGy/C7K3gClZ+21xwc4LHfepZc2wjq7I9TSDpbqhw1g2TLhXHbpAi+8YLc1knDBvWZbc0p3zQwfLsQ7oZEcoow1ZimUWLmWy0AEpRtB6hCYKvHKIVL4J8b6uqsEsn611xYvk5wMn3xi9o8e9bFSru6CU8vNvqtEGhE4A+uSx4ABtpkhF6d3mG29TLprpnlzM3Zo+3YhKOhTPAKq5XOIjGD1fv1EmaJAVIlXDpHCP7FmYKTLtWzW6MGHv94PZYWi3ela6ZRxwXSIHA7x5K9oIClJsPc1cISJvjNCumsGGlk53jqOSZZhBvDhh2J29je/EQrxgagSrxwihX/ikWkmV2B1owcf5h0027GjxNJH/FxplHFzcmDbNtHu3x9atLDVHDkwlOPbjRP9sgKIu1+aa8ag0eKIXKVCzwkgohM06+LDD7OH778XoozPPQfHj9ttTf1QwowK/6TFBRAaK6pCZ/wiln00Ofz3RlfKDbGoFLYZJf6XKB5kzRrzu1TlOryEoRC/429w/BvRbhUPPe6yzSRf0GiZZjlboTRftCVLtzcwHMqgoMCdpZXjF0YhH5pmzhIVZ8Ppnfba40UqBh+CD4MPdR3SfhLtoGYQ1ViCK41DcjLccYfZD5ZL+Nd+YkeZ7fSf7LPDR7RvD927i/a6dUKTyCdIvlyWng67don24MEQEWGvPfVFOUQK/0VSPSIj+LB3b3Nbz54+Wm/PPwRnj4l2zEipCroayrhpFjHzl14KLGVcv6f1EKEeD6ZjLRmPPw5vvSWWXUNCfPQhkgdUW2fXRo2qfj9/RzlECv/FOitkDCiSqOUmJIjMlrg40T9wAM76Ql3A+iMWG8AjVRXIoIzr9zhDILp8/SP/IBQcs9ceH3DnnfD73wtdsIrXU4PZmggpc83xK6g5pH4pxRhm5SfLMKMcIoXCF0RYypWn/yycIcnUckeNEkHAl18OGRk++ADrMkebAB6pqkAGZdyAwOpISzpL5DM0J6TMNmdpw9rCtkSpxjDwdIgCOY5POUQK/6XfHIg4T7Tz9gtnSDK13BdegKwsWLQIOnf2wQcYDpEj2HzSlwQZlHEDgjZyxxGBWGbt3x/Cw8X/Xlt2jZ8Jna83+3n7pRvD8vNhY3mZxAsvhOhoe+1pCMohUvg3XW8x21qQVAMJQKtWIivDJxSmQW75dEnUYAgK0EjHapBBGTcgiBlpZnhK6BAZsWgpKVBYKP73qlBqqMVD0ORTiV+zBsrK1RguCfB4ceUQKfybglSzrZdKJwznU6yZLW0utc8OHyGDMm5AENzCzE7M2QZFWfba42XmzBH/G8uvhpPttVi0o5+ZbV0+lXirflMgxw+B0iFS+DMpSXDoXUADdKFLlDJLvCbZUxaIp6ziYjFt7xXSfjTbksUPGSQkiH8KHxM7CrI2ALqI5+s02W6LvMaePZW3eS0WbdMjUJQp2jEXQfuJ0o1h990nHkZ++gnGjLHbmoahZogU/ouhlhs9VPSL0qH3o9Kp5W7aBFdcAVFR8NprXjywOwBWkzLVNzsbXC67rWgiSBxH5NNYtLwDZrvNaOlU4gFiYsSs7IsvQqdO597fn1EOkcJ/6ZcoBpA2o81t0UNNFV1JCAmBb7+FM2fgxx/PvX+tKMmFnM2i3aovhER56cD+w513isH4mmsaoTBnU8cqJihZppkRi2bFa7FoYW3MtjGOxc+UZgzzWTC6TfilQ5Sdnc3vf/97EhMTuf/++yksLKzV+2677TY6derk/pdgmUs/fPgwt912G7NmzeLxxx9Hr3gHKPwXq0OU9oN9dviI3r3NzIyffvLSrEf6alHuBKTTHwLxHf34o3CEVq2Cli3ttkhywtpAZPmUSdavUFpgrz1exIhFa9fO3HbffV6KRTPGK80JsRd54YD+g8+D0W3ALx2iadOmcdNNN5GYmMhll11GUlLtgtBGjhxJamqq+1+y5czceeedPP7448ydO5fY2FjefPNNX5mv8Daxl5hZLhI6RA6HmZ2RnQ07djTgYFsTReyVdVmjMF06Ibjt24VcAYhATodfjmSS4SzPUtRLIXOtaEsklPrpp2b/zBkvHLQwDU6X38yth4jgdIkwhFF9FoxuA343jOTl5bF8+XImTJgAwMSJE3nrrbdw1eKxOaia/OX9+/eTnZ1N7/JaCZMnT2b+/PneM1rhW0JaWrJctppBihJxqSUJrEHLZppTBG0ees/cdvRT6YTgrN/RpfIl0PknzbqZ7bSfpBNKHTrUTGhYudILB/RIahhd/X4Byu7d8gmj+l2W2ZYtW+jZsyeO8ke+8PBwIiMjOXDgAD169Kjxvfn5+UydOpWCggLS09OZP38+bdq0Yc2aNQwePNi9X48ePdizZw9FRUWEhoZWOk5RURFFlip/ubm5AJSUlFBSUuKNP9ONcTxvH1c2HDGjcGZtAKD0xAr0jtfYbJGJN87hyJEaxu34ww8u7r67nkGXvabjKC3GufNJ96ayPrNx9ZoOEl1jK1Y4MZ7nLr64pEF/mroHa0m/ZwhOFbPuekoiGrrfXFveOIcOB4wY4WTFCgdHjsDevSV07Vp/mxwnV2C4iqXRF6NLdn117hzEvn2e0eiaphMXp1NSUvfxy1f3YV2OZ5tD9PXXX7PKKmBQTrNmzYiuIHUZFRVFWlraOR2ijRs3smDBAsLCwvj666+ZPn06Cxcu5MSJE5WO2aJFCzIzM+nQoUOl4zzzzDPMMcQpLCxdupQIH5XxXbZsmU+OKwvtSiMwdJYPr3uHbaH+V9a8IeewrEwjOPhKSkqcfPKJxtq1Bdx0025GjjxR52O1LgvHiBrS0fj60EA4tKjetvkbug7fffcbIIzw8BKOHVvMyZMNjwlU9+A50HUmaNGE65nCGSLI766thp7Ddu3iALGS8PLLKYwbd7TexxpT8A0tAR0HSzbmU6r5z/fkDbp0GcC+fee5+5qmo+sakyatZ9Giuo9bBt6+DwsKah/vZptDdNVVV3HVVVdV2v7BBx+wbds2j20ul4uwsLBzHvPdd991tydNmsQDDzwAQHFxcaUg6pqO+dhjjzF16lR3Pzc3l86dOzNhwgQiIyPPaUddKCkpYdmyZYwfP57gYP/7kfcbikeif/EMGjrnNz9Kl/GT7LbIjTfO4eefa5SUGM+TGkeORPK3vw3j449Lue66uv3YO1f+AwqNI+lc1XUTrgufqJdd/sju3ZCTI77n0aOdTJ58RYOOp+7B2uNc2gFOiyVrJ6V+c2156xy2bKmxc6fO6NEubr45nkGD4ut3oKJMgr88DIAeNYAJl/+23jb5K2++aS6VhoTo9OqlM2NGGddeOxAYWOfj+eo+NFZ4aoPfLZm1bduWrCxPJdScnBzaWVMAqiEjI4OYmBgAHA6H2wlq27YtBw8e9Nj37NmztG7dusrjhIaGVrmUFhwc7LMB05fHloLgNtCqH+RsQcvZQrCeDyGt7LbKg4acw6ee8uzruoamwdNPB3HjjXU4UEoSpK80+72m4tw+B6fDKY0Q3C+/mO0xYxwEB3snFFLdg+cgJQlOp5j9NmP97tpq6DkcM0bogoGz/F89ObnG3XS0HYNDsuuqrMws6BodDWlpGg6HhjfCkr19H9blWH4XVD1o0CC2b9/udmby8/NxuVy0b9++xvft2LGDYcOGufu6rhNeHiE3bNgwNomrHIA9e/YwYMAA7xuv8C3uwERdOi0Ur6nllhWaQa7Nz4dBf5dOCE4FVNuEXga9plo2uKS7trxG2kqzLWFA9aZNcPq0aI8ZI0+Wp9/9GVFRUYwdO5YVK1YAsHjxYm6//XY0TcPlcnHzzTezYcOGSu+LjY1lyJAh7v6KFSvcS3Lx8fFERESwb98+AL788kvuvvvuRvhrFF6l7RizLVn6vdfUctuNNX+g2o4V/0smBPdZeWkoTYOj9Q/xUNSVfonCwTayzTJWQ++HpLm2vIp7fNKkLJtT/vMMwGWX2WeHt/G7JTOAV155hYcffpiff/6ZtLQ0XnjhBUDEAq1du5bU1FSPrDEQDtG9997LvHnzCAoK4tChQyQmJrpff++990hMTOS8886jqKiIadOmNeafpPAGVoFByRyi2bOFqJmh61Hvyu2nvjfbhkMkCYYQnNVxnDIFgoJUPbNGpd1Y2P9vcBUJp6idXNeZwZEjkJoKF9VVT7E4G7K3iHZUfylV4pVD1Ii0atWKBQsWVNoeFhbGgQMHqniHYNy4cYwbN67K17p06cLChQu9ZqPCBva8AqFtoCgNsjeK8hS7/ilmRAL8KdVQy507VyyT9ewpnKE6q+WetDpEY7xpou3UJASnHKJGpG25QwTCAZfMIXK5RLHS7duha1eoEH5aPVsTxXJ11ACg/CJ1hIntAT4+WSkpMeOH2rYVSvuy4JcOkUJRJZpTOEMgylKsv08IEMYHsDSqhQZXbi85A1nrRTuyN4TXHHcXaOzZI58QXEDS1jIlYJ2RlASHA9q0EQ7RoUNw+DCcd94532aKosZYppQy10AH/8mI9QZFRfDoo/D99+J7qbjUH8j4XQyRQlEt8TOhiyXlynCG/CTDxVusXAmPPAJjx9axrlnaT5XjhyTCp1XJFbUnvD1E9hLtzPXCEZeMMWPM9g+1XZ03KtlnWNIge0+Xbnxq3hxmzBAOkWyLLsohUgQWQ162dDTpBhuAl1+G558X6/SbN9fhjR7xQxIt7Jfzhz94zhDVO85K0XAMh1svhfTKAruBzmhLYtidd9ahknvP/7N0NBj4jLdN8ytkmh0C5RApAo29/7J0dNj8uG2m+Iqxlsmd7+uyInFK3vgh8Bx8g4JEnEdyspeqkivqhnUGUsJlsxMWoeWysjpUcl//J0tHF9pNioBBOUSKwMEoJhk90ty24xnpBh1rXkCtHaKiLMjeLNpRAyA0uqa9A5Lly832r7+K2TPlDNmEVVvn1Irq9wtQnqkwsVOrSu4pSXD4I7Pf9VYxXkk0PqWmwpYtdVzKDyCUQ6QIHPSyyjFDrYdIJwzXsycYOqQ//gjFxbV4U9oPuDNb2si3XFZaalYgj42F+HpWVFB4ibAYaNVftLM2ilRziaiXUKpeBiHl1Q8cwTD0demEK996CwYMEEHn331ntzXeRzlEisChX6JwhtpcKgYcgOIsqVJaQTyJGstm+fmwfn0t3mRdtpAsDRrEjJBRkmjcOHmUcQMa97KZDqfk0gWrVwD/+b8X4xFAzEgIbi6dKOrf/ibamZlVO42BjhpWFIFHUDMztTXvgPgnGdZls1o9iRkOkeYUDqNkWJfLLr/cPjsUFtrJG0c0e3bVEg81BvCftFykbeW6SA1R1Px8c9uf/1zLQPMAQjlEisCk3XizbR2IJKHWgdVbE2HTo3B6h+i3HiLEKrcm+sw2O1AOkR+Stgoon0Yx4ohSkqS49gyh1JYtRb9FC7FcVGPM2sllZrv9+Or3C0AMUVQr54ypCkCUQ6QITKwO0Yll1e8XoJx3HnTvLtqrV0NBQTU7ak7Y+ZzZd4SIQE6jwKsE5OebFe579KilSJ7C9wQ1wx23dnqbcMwluvYSEmDnTjh7VizX/v73Neysu+BU+VRucEvxYCIRTUUUVTlEisCk9WAIbiXap74DlzyBiwbGLFFxMbRqVY0WSvxMiLLU9Uv/STqxyp9+EuUCQM0O+RXxMz3rC+58Trprr317CAurxY7Zm6AoU7TbXgYOuYpAxMVV3iajKKpyiBSBicNpxjAUZ4vaZpLRrp34X9OEQ1ClFoquQ3GG2XeESPWDBGq5zK/pa73WHNJde7XGumzfTq7lMoC//tWzL6soqnKIFIGLRxyRfMtmX3xRfTFTN7m7If9weUcDV7FUuicA06fDJ5/APffIVVlbCjxUql2QIllQiYXSUjh9upoXrcv2EjpEISFm2+mUVxRVOUSKwEXywOpardtvfNBsD3xeLFlIJgYXEwM33AD/+he0bm23NQo3KUmwbS60uMCybbZU1x6IAq8JCeI6nFnVBFjpWdMxbHYetOjRmOY1Ct9+a7a/+05eUVTlECkCl+bnQ7Ouop3+M5RWF3kcmNRKCyXXIgbS4QqzwKQEYnDJySJuKjy8DrWkFI2HIZQaZ6nf1W68FNeelago+PJLMTu0rKqJ6PRV4CoS7XaXy1fgCyGG2qaNyLYbOfLc+wcqyiFSBC6aZs4SuYoh7Ud77fEyhhaKMb5WWrcvLYCzx0Q7ojNE9hZtCcTgDN2TlBQoLKxDLSlF42EIpXa4wtzmKgn4a68iLVvC8OGivWsXHD1aYYeTci+XAbz0kqjvtnmz5/KZbCiHSBHYWEsGGAOTRFoon3xiOkQOB/z3v5ap6lMrzSfT9hOlejI1dE9qjJ9S+ActekDzco2I9FVQcsZee3zAhAlm2z1LtDVRjDVuh0iDrM1SjD1V4XDA+efbbYVvUQ6RIrCxrtefXG4WgJVEC+WGG+Caa0S7rAw6d7a8eMKysG99SpeApqJ7Ig3tJ4r/9VLpVKsBxlsmftwOkeYUY41RVDmsHex8VpqxpymiHCJFYDPgGQjvINo5W8UAJZkWyqRJZnvRIssLxxeL/7UgaDcOmWgquifSYHXIjetSIoYNE7FsAB99VB7TtncmdL7B3KnwhHRjT1ERnJFvwq9alEOkCHy63W62tSCpBiSAiRPN9mLjt+bMPsjbJ9qxF0NwZKPb5Usq6pvIqnsiDW3HCA0sEDOXFaf3ApwvvxSK1QZGTNvhY+HmRi1YurFn8WKR2Tl6NCxdarc1vkc5RIrApzDdbOul0qX9duoE8fGivX49pKcDxy3LZe0nVvm+QGbsWLOivabJq3siDUHNzKLC+Ychd5e99niZirW8dB2cjjJiC/9r2Vgi3dizZInQX/rxR6GYLzvKIVIENilJcODf4Cx/UjNqeUk2MBnLZrouBinP+CH5HKKlS8HlEu3775dX90Qq2luWzazXpwRUFdP22v/7IxEh5VIfnROk0wDTdVN/KCQExoyx1ZxGQTlEisDG0ELpfL3ou4rFEppkWihXWH5rli8pNKuLh7WDVv3tMcqHfP212b7qKvvsUNQBq2N+XC6HqCpNsAs77jQ7HSdLpwHWu7cQpQQRu9e8ua0mNQrKIVIENoYWSsfJ5rbgVtJpoVx0EUSWhwmd2f8TlJU/mXaQK90eRDadESvVvDlceqm99ihqSWRviOgi2mk/SCWUWpUmWKuInPJXNehQPoUrkQaYNaMzJaVpaIAph0ghB+1/IwKqAY59JV1QZ3AwLLg/kRnXJnHR+Zan79IC6XRP1q2DjPJ6tRMmyC0EJxWaBqExou0qEjpZIIUuWEICfPaZiGULC4OJow7St/N28WL0cAhrY6+BXqRivBQ0HQ0w5RAp5CCkpSWo8yCc3mGvPT7ggjgnSTfM4o+/ebd8iwZHPpFO9+Sbb8z2lVfaZ4eiHkRa9BJOfCuVLlhCgohlO3sWFr1hWdPtNLna9wQiTVkDTDlECnmwLpsd+8o+O3zEwNtmssc5lWZOI6tOZ0eQXLonADfdBImJMHSopwaTIgAY9i/cPyt7XpZSFwzwHF86yuUQ1aqGoqQoh0ghD9aB6fjX1e8XoCQnw7x/d3P3S8uc9JkyU7q1/b59RczGunXQrp3d1ijqRHAktBll9h3yafNkp+VSdmIlAJmF50HLvvYa5GWMeCmDpqQBphwihTy06G4WOM1YDYUZ9trjZebMgamTXnT3g5xlzLwuqUms7SsCCGeE2XbJp80TlrMUp1YCwJcbJqMjV1JDQgIMGmT24+ObjgZYkN0GKBRepeNkyN0JuguOL4Lzbz/3ewKE3/V9jPPbHARg78kevPPTbSTdMAvn5wByPYUrApSUJDhhKd0R1l4sm4E0M0XhmeZy2Uc/XcWAzTBwoH32+IING0R1++3b4fLL7bam8VAzRAq56GgRrZEsjmhInBko/tm663nyf7OY9d+5tG0T+LonAB9+CO3bQ2hoea0oyZYCmwSGLljrIaJfeAJ6PiiFNg8ArjLxoAWcOduclTvH8MUXNtvkI9q3b1rOEPjpDFF2djYPPvggXbt2JSsri+eee46wsLBzvq9jx44UFRW59y0pKeHIkSOEhoZy2223sWLFCve+w4YNI1mNuPIRMxJCWkNxFpxYAmXF4JQjb7tXzzIoV29OXp8AQNLncsQQJSfDLbeY/a1bhRbKZ5+JKXxFgGBo8DiCIOtX0Y7oBL2n2maSV8lcC0ViKX5pygSKS0P58kuRBKAIfPxyhmjatGncdNNNJCYmctlll5GUdO416DNnzjBlyhQyMjJITU1l27ZtPPHEE4SGhgIwcuRIUlNT3f+UMyQp254UAzBA6RlI/1EKHRRKcmnPMgBOnO7ErwfFE/hFF8mxtj9nTuVtTUX7REo6W7zYVAnG2q2JYhyxzDpHRenMTkhk0yY4etQuw7zL2bPSSbjVCb9ziPLy8li+fDkTJkwAYOLEibz11lu4jMJG1VBUVMTDDz/s7i9cuJD/9//+n7sfFOSXk2EKb6M5IWer2d8yUw4dlGOL/n97dx4XVb0/fvx1ZliVzRDBfQ3UxCz9Wbfbbc/KbNMyy6tW31tZN8tcbpa54JaW3qxrWlrWbTErxTLTUm9qWWlpmogGIrihiAsKAsIwc35/HGZj2JnhzMD7+Xjw4JzPnHPmw5w5h/f5rNq0JEB07/u45BLt0v3jDyhoAAMClzfGSWMZ+6RBCouD8O7a8qmfofCEvvmpK8Wo3UcOvmdLuunSVZgt2n2lU6eGUc07bRq0b6/NH5iZqXdu6p/XRQl//PEHcXFxGEqnug4ODiYsLIz09HS6dOlS4X7Nmze3Lefl5ZGbm0toaKgtLT8/nzFjxlBQUMCpU6dYtGgRLVqUP7poUVERRUVFtvXc3FxAq4IzmUx1+vvKsh7P3cdttLpOwGAqwPjnbG39zDbM3adg6ToBPPQZ18c5NB5ZYXt6sbS+m7vvtvD++wby8+Gbb0q4917ffqxr1cqPjAzn3jqKohIbq2Iyebb9iVyDnmFodQ/G8/sAFfPhRCydn/DYe3n8HHadgKEwG2PaAlvSj+enMuNLraF4SQkkJakMGqTw2Wcl3Hefb16Pq1b5cfSowltvqbzwQomnbpnl8tQ5rMnxdAuI1qxZw9atW13SmzZtSmRkpFNas2bNyM7OrjQgcrRkyRLuK1OP8Pvvv7NkyRKCgoJYs2YNEyZMYOnSpeXu/8orr5BQThn++vXradKkSTl71N2GDRs8ctzG6WruRkFBuyn9lB5MzuG1Hn9XT51Dg1rEHQXfYACKCOO733Jp02Y78BcA3nrrBAEBv3vkvetLaOhfAPsDiqKoqKpC//6/sXZt/ZQuyDXoXuHmKG4oXT6zewm/pLTx+Ht68hzGFp+hdFAPLBgYNmc0oEJpt3tVVVAUlRdeyCcwcLPH8uEpx46FkJJyMwBdu55hx46fdMmHu89hQQ2K0BVV9a4aw2XLlvHVV1/x2Wef2dKuuuoqFi1axJWOgyNU4sYbb3RqQF2WxWIhNjaWtLS0cl8vr4Sobdu2nD59mjDrDJtuYjKZ2LBhA7feeiv+/v5uPXZjZdg3E2OyPaC1XNIX882uwbe7ePocKse/xu+nQQBYOj6Kuc87FBdD69Z+nD+vEBamkplZQmlzOZ9jMkHbtn6cPatgMKj4+0NcnMrLL1vqpeRLrkEPUVX81sahFBxCVfwoufuY1uHBAzx+DlUVv9WtUYrtY5slrEpg6orJLpsGBqrk5ZW4Pw8eNmeOgUmTtCrAV181M3p05c1U3M1T5zA3N5fmzZtz/vz5Kv9/e12VWXR0NGfPnnVKO3fuHDHVHLJ2165dhIeHu6SfPn3aVq1mMBioLA4MDAy0NcZ25O/v77EbpieP3agkTYfkBOj+Evw5DyxFGM7+imH/LOjp2aFWPXYOj6+2LRra3Y/B3x9/f7jnHvjwQ8jNVdiyxd9n5/3auBGsl/zgwQqffgraU3f9NnGUa9AD2g2EP/+Nopbgf/I7j48L5rFz+Ns/wRoMRV0LMf2YwmTMZoXpq+zjKykKdO2q+Nz3KDERZs2yr4eEGPH316fdpbvPYU2O5XWNqq+88kqSk5NtAUt+fj4Wi4WWLVtWa/+tW7cSHR3tlLZv3z769u1rW1dVleDgYPdlWngP6zgovWZCK4eJsC4c1C9PtbVnqvaTWRoQ+YVq3X73TAW0bulWK1bUa87c6vPP7csPPqhfPoQHFOfYl629zXyx12eOQ0eN9kMgfhL7/KZhUMy2eb98dYqLxETtXlJYaE97+mnfbyBeG14XEDVr1oybbrrJVuW1bt06hg8fjqIoWCwWHnroIXbu3Fnh/gcOHKC4uNgpLSoqij59+tjWN23axIABA8ruKhqCnlPtI+J2eMie7otjESlG2Jtg/6fStAPsnWbrMdevH7RrB488AkOH6pbLOikqglWrtOWwMLj9dn3zI9ysaQf78onvfLPXp6pCYWmXK8UA7R4AoPvgSfQcOpWePSEoCHr29M0pLmTICzuvqzIDWLBgAePHj+enn34iOzubuXPnAlBcXMz27ds5duwYvXv3LnffSy65xKX0JyoqiieffJI333wTPz8/Dh06xFQZSavha3Un+IVAyQU4shL6LPStwCh+kjbuydnftPXzSU4zhwcFwaFDWkAxdiykpmozVU+Z4juDGSoKLFkCn30GkZHa3yQakPjJkLlG+w6bL0LyDKfvsE848yvka1PmEH0zBNkb/w8c6HytlXkW9wmpqa5pjXXIC68MiCIiIliyZIlLelBQEOnp6ZXuW1Ggc/PNN3PzzTe7I3vCV/g1gTb3wKFPwHROe0Jtc5feuao+c7H9RgxgCHD5R7JqlVbcbS2uT0ryrRGeAwLggQe0H9FAXT4TNvUrXTH4VjAEcPhT+3L7h8rd5Oef4Z134MsvtVHW27evn6y5Q7t2rkGRokBcnD750ZNXBkS+ymw213gMBZPJhJ+fHxcvXsRsbiDz/aA1ZDMavaBYvP0QLSACOLzctwKi42tt0wSAQRuYMWm60z+UhAR7MATab2txty8ERKIROPWzw4oFdk2AK2brlp0asZjhSGkjN0MAtC2/PmzzZq2DA2hz8k2YUD/Zc4dBg+CVV+zrvtoWyh0kIHIDVVXJysri3Llztdo3JiaGo0ePoihK1Tv4kIiICGJiYvT9u2L6QUAzrR1O5ldQUqCVHPmC3Q531RvWakX3ZWYOT011HWrfF4q7ExO1YM4Xq/lEDSRNh71Toflf4XTpuDb754BfU98oKTr1g32U7VZ3QEBEuZs99BBMnKgtL1vmWwHRrFnQq5eW5+PHoWtX7Xr0tbZQ7iABkRtYg6EWLVrQpEmTGgUAFouFCxcuEBISYhud29epqkpBQQHZ2dkA1e4h6BHGAGg7CA6+CyX5WnuG9oP1y091FZ6EvNJy7ODWEHMLtLpNW3eYOTw2VqsmcwyKvL2429qrxcrXqvlEDVh7fbYbBN9cpqUFxTh9h73a4eX25XZDKtysY0dtXsGff9a+z0lJEB9fD/lzk8GDtZ/GTgKiOjKbzbZgqOwI29VhsVgoLi4mKCiowQREgK1he3Z2Ni1atNC3+szs0NLx8KdaQJQ0XbspW2fn9jaHPoHSkbbpOBwMpZ9fmafqKVOcgwvw/uJuqeZrRByvr8i+WinnxSxoe69eOaqePVO130dKx7MwNoHzyVp6BfeMhx/WAiLQSokcq6GEb2g4/4F1Ym0z5KkpPXyZ9TPRfY6okE725eNrYfdE7+76q6qQ/r59vdMjFW46cKBWsuI4Ld+wYd5d3O2r1Xyijhy/x+kf6JWL6rENeVE6YmhIJ62HXCX3jAceAOsz7ezZ3j/Za0EBnDypdy68iwREbtLQ2v+4g9d8Jj2nQOTV2rKlGPbN8u6uvzm/w/m92nLzayAsttLNBw6EnxymHdq+3TXg8Cax5fw53l7NJ9yg/RAwlM4AcOgT55JbbxM/CcJ72NfP763ynrF1K1gcZruwVgV7a1D0xRfQujUMGAA7duidG+8gAZFoHPr8x2FFgR4v65aVKh2sXumQoy5d4PrrteXUVOcAydsMG+a83ph7tTQqAc2gzb3actFpOP6NrtmpVOFJyHMosixnyIuyrFXBVo5Vwd7oww/BbIZvvqFeZ7X3ZhIQicbh+DqHFRV+fVK3rFTKXASHl2nLxmBoV/2Wjv/3f/blpUvdnC83OnDAvuzn57sj/Ipa6PSofdmbq80OvguW0ihBMdqHvKiEr1QFJyZCt27w/ffaekwMXH21vnnyFhIQiXJlZGTQsWNHCh0nuPFVSdO1NkNtHP7jHlxS5Q1OF5mr7VN1tB0IAa4TFVdk0CBt+gvQ5gfLy/NA/uooL09rcAoQEqJN6rp7twRDjUbMLVqvSdBKiAq9sBGLpQT2v2pfvytNqy5LmlzpPSM21rmECLyvKtjaw/PPP+1pWVn26XMaOwmIRLlat27NrFmzGsYkuNauv9d8AgGXaGmKEUy5+ubL0Z6p2s3W8alZ8a/RJJhNmmjjoQDk52vTYXibTz6BCxe05aFDITRU3/yIemYwQtOO2rJqtg+a6k0Tvmausd8bWg2AkA5adVn8tEqHC5gyxV5NBt5ZFVy2Wg+8u1qvvklA5EUSE7WeCcHB+vdQKCkpoVevXvplwJ2sE776BUPnx7Q01QxBzXXNlhPFqD2BWqv2/MMh44Ma94RzrDZ74gn9v0eOVBXeftu+/qSX1loKD7vkSvty+vuQNM27en0eWGhfjv2nfTl+UqXDdFh7fHrzZK++Uq2nFwmIvIS1KDMpCS5erJ8eCpmZmbzxxhu8//773HrrrYwePRqAbdu28d577/HUU085bf/tt9/So0cPli1bxrRp0xg+fDgHDx70XAY9octIoPQR6cAibWh+bxA/CVrcgG3sIdP5WvWEO3LEvuw4t5k3BEX798Mff2jLV10FV1yhb36ETvq8AU3aasvn90LSFO/p9ZmbClkbtOWQztCyX+XblzFwoFYFXFjonVXB0sOzchIQedC//w1t2lT+066dwkMPNWX6dMVlsDqABx+sfP9//7v2+Zs/fz6PPvoojz76KGvXriUiIgKAq6++mlGjRrlsf/vtt6OqKl26dGHy5Mk899xzvPvuu7XPgB5CO0PL27Xl/MNwYl3l29cX0wU494d9vRq9WsozbZr39nTp3l17Qh03DsaM0Ts3QleXz3JYUbwjGALtIcnq0qdAqfu/yJ074ejROh/GLaSHZ+UkIPKg3FzIzKzqR+HMGYWUlPLHjikpqXz/3Do0g2nbti0zZszgxIkT+Pv7M3ny5Cr3iYqKom/fvgBERkaSlZVV+wzoJfZp+3LqW/rlw9HBd+2NqR0ncq0hby0St1YH9+wJ69drvctEI5aX5rCiwm//rHDTelOSbx8Q1Rjk3COuFvbtg7/+Ffr0qduDqzvt3m1flh6eruS25EFhYdrAV5VTiYxUiYtznZMKtC9tdHTl71Fbo0aN4uOPP2bAgAF07dqVBQsW0KxZsxodQ/XmEQAr0vIOrY2O6Tyc+BbyDmolR3pN52Eu1qoNrPr/AUdXuUzkWh3eOLeZtTrY+jQqc5c1cknTtVGgW/XXRo4Hrd1OUIw+JUV7pmrtl4JbavcEgLBukPJmne4F0dHw++/a8tKlMH261rNST4MGQVqa9nPkiNYRQ9hJCZEHjRkDx45V/nPkiMqnn+YzaZLq0kMBtO7Tle1fl6qHEydOMGzYMHbu3MkDDzzAI488Uue/2ScYjNq8SlYHFtm75uvRsPPwp869WiJ6VKtXS3nK9nQBbX3cODfmt4amTq147jLRCFl7fV77OQRa539UoOiMPvmxdmjY4xCM5eyq870gMlLrSQlaSX6zZvp3crjvPvjlF60tnwRDriQg8hJ69FCYN2+ebfnee+8lJibGc2/mba5ZZr/h/TlPuyHq0bBTtTiPedL9BftyFb1ayuP4PXKcT/fQoTrlsk727/fOajyhE1uvz6YQ+2xpogro1MEhfhJ0HKFNOmtLc8+9oHt3+3JJiXd0clCU6tRcNE4SEHmR+u6hsH//fgYNGsR7773He++9x8MPPwxovcwWLlxIWloaH374Ienp6QBs3ryZ/fv3s2XLFgBWrlzJrl27SEtLq/A9vFZQc+c2AopRn+L6zDVwfp+2HPVXaHFtnQ9p/R6lptqDovnz7eP/1KeKxvXUuxpPeInYf2ozyQMcfA8unqr/PKiqfe5AAMXPbfeC//7X9a3qu3TUm4Zz8XbShqgRW7t2bbnpV199NVdffTVPP/20U/oNN9zASYfpkceOHcvYsWM9mkeP8ncYBVo1w+/j4Mq5nn/fPVPtAdi+Ofb04LZufZtOnbSBGj/+GM6cgcWL679316JF2pOxI+nZImwCIyEiHs5sB3MhpP4Hek6r3/Z8R1fA2Z2lKwqoJdr7uyEoSk11TavP0lFr+z0rab9XOSkhEo1T0nStqqz5Nfa0P+fVz3Qe1jYL2/4Bp3+2p4d3c/tbvfiiffmFF7Tq2Pp6SrxwAV55xb4eG+u9A9YJHUU5lIqmLoA/JtVfez6LCX4daV+/fk21pumoLr2n8/C1CWf1JgGRaJysDTuvXw3+1q56Clysh7mVrA2m09+zp7UZCPFVD3tQU927a4MgglZSU1RUf+0Y3nwTTp/WlocM0Z6KvXXAOqGjK+dCRC9tuTgHkmfUX3u+9Peh+Ky23OI6aHVHrTs0lKeiTg7/+ledD10t5Q3nIu33KiYBkWicrA07AyOhm/XupNZPQATQrJfz+rXLPfZWZ886r3v6KTExEXr0gIkTtXVF0XqaCVGhaz52Xu/8f+Vv504lBZCUYF+/fLY9cqlFh4byOHZyMDj8tzXU03/e8oZlkfZ7FZOASIiuo8HYVFs+ugLO/KYte2rCSdMF+KXMkLHJs93/PqXKGyXXU0+J1jYLycnO7+W4LoSLo2WKKzfVbMqMGtkzVbu2U/8Dhce1tLCucOI7j7ydtZPDn3/C3/4GW7dqJaaetn+/1nbQkbTfq5wEREL4NYXoG+3ru1/07LhEm26zDwAXcwvEJ7itzUJ56rMdg8ymLWrMeq11nwCBpRMun0+Gn4dVvl9t2cYdmmpNgNw/Pd5m6dJL4YcftNGrPd3zS1XhmWfAYtHWo6Ol/V51SC8zIQCuS4TEaK0Nw8n/aT+eaMdwdhec/kVbNgTC/1sEoV3Qerd4ZhyWKVOce5p48inRW6cOEV7M2p4vfpI2QvS2EVp65tfadBp+Td37fvGT4Pg6OPOLNQP1OgZZfYzc/sUX8P332nKHDto0IsHB7jl2QyYlREIAGPyhT5l5zTo/5t73sJjh1yexzWjfY1JpMITb2iyUx7EdQ2CgZ58S9e5VI3yQtT0fQMdh9tJa03lI8kDRolMwRK0nUq4taymqJ0ZuT0yE+HhtUnCrN96QYKi6JCASwirvgPP6+mu0brl1tWeqVi1wYBGcLW2fFNgczBfrfuxqGjhQG67/4kWtPYOqeqbIvmyvGmmzIGpEUeD/vY3tX9Of8yBnj7bsjjZ9+Ufg5787vJ+x1hMp15anSlGtJU979zqnm9xwC2ssJCASAkrbMUzR2jE0KR0gseAIbLyp7se2tlnY5TCIZdFp7clUB9YbZ1KSFiC5sxu+HlPQiAYmLBZaXK8tq2b49YnSh4o6tukzF8PWB+3d7EPjYIjJreMOVYenSlErar83vf5iPZ8nAZEQYG/H0OsV+Otn2vD9AKe3wrGv7dvV5im1yxNaiZCl2J6mx7xppdxdZJ+YCC1batVxl1+updXnFDSiAbpxnX3i1zPbYW8C9Jha82tmz1R7oLN7ApzZpi0bAuG2X7QvvhvHHaqOisYmGjGibseV9nt1JwGREODcjiHqL3DFa/bXfhoMFw7VrufZxdPw/S1aiZBVPbdZKMudN05raVNWFhQXe8fklaIBMAbCdaud0/LTtcmQa8JaOvvTQ5Dyuj290yMQ0My+7sE2fGVVNAFzXUeSl/Z7dScBkZdQkhJci2w9NQ6OqFrcc9CmtGjDfBFWd9JurFWV7OyZaj+PxTnaeCqOE0caAuq9zUJZ5d04AUJDXQOlyqgqjBrlmibd7IVbZP3PeT3jQ61TgjUoqs79MX4SdBgGhx0GPm11J/R92505rTHr2EQXLkDnzlqayVTzkeQTE7XR6I1Gbcwhab9XN14ZEKWnp/P222/Tvn37Gu13+PBhhg0bxuTJk3nppZdQHe7ulb3mDVTrk4z1H6Unx8FxUFBQQEJCAh999BETJ07k999/ByAtLY2xY8eyePFixo0b5zSp6969e1m0aBFLliyhT58+zJ8/36N51IWiwNVLIaRTaULp9yUstor9Ss/jHy/DptshZ5f9tbjnYEhRvbdZKKu8InuAU6cgKqryp1Tr+ClBQRAZCcePu24jxfSizqz3v/hp8LdV9vSD78KOZ7XeZ1XdHy0m2PUCHPrIIdEA139d4S71LSgIAso0JazuQ4W1dHb/fm28ocxMLb1dO2m/V1teOQ5Rp06dGDlyJLNmzarRfo899hgLFiygW7duvP7667z77rs8/vjjVb7mEd/2gcKsKjdTgDBVRVEU8Ast/UdZOqeVXyikvaP9VFdwDNy+o9qbjxs3jhEjRnDVVVexfft2ZsyYQWJiIs8++ywrVqygSZMmZGdn89xzz/Hpp58C8Oabb7J48WIABg8ezDvv1CB/viQgQnuaTP2PPe2nIdqTa+/54NcENt6IUVWB57XXu4+HQ8sgeaZ9H8UfLh2p7QP2EqZ6arNQlrXIfto0LXCJjLTfTK0j21qfUtu3h5MntVKl226D116zP3kWFZV/fCmmF3XmODYRwF+Xa9cewIHS4TEiemJ7UCll3Hxr6cPM+1o1mbXNEKA9/1tg7wxdq6zLyshwTbOO7n755VoVt/X6++47bb1TJzh2zHU/RYGICDh0yNO5bpi8MiCyMtRgwpeDBw+Sk5NDt27ajOF33XUXgwcP5vHHH6/0NY8pzILCzCo3U0p/ylWSp/14iMViYfPmzSxcuBCAXr16MWfOHH799VdiYmJo0qQJAC1atODs2bOcPHmS6OhoQkJCmDdvHo899hjNmjVj3LhxHsujrqzD+182EfIPwaFPtPSDS+DUjxBwCZz+GQPQwy8EQ/IOSPk3mAucj3PHToiId07T+YY8cKDzIHDt2jlP8WEtQD18WPudlAR79ji/5sgaJEkxvXCLsu152j+oVTX/Mtyedm6P9pOzC3pM58qLr2PI36K9tqYbWByGtQjpAnelwN6Z9gdOLwmKYmO166vsdVVSYk/fs8d+/YE20GJ5pHS2brw6IKqJbdu20bt3b9t6ly5dSE1NpaioqNLXAgMDXY5VVFREkcPjb25uLgAmkwlTmUEdTCYTqqpisViwWOwN/pSgmGrnXbWWEJlyUUryUNGCJNUv1GEm9moKikF1yEdlTp48SUREhC3f/v7+dO7cmc8//5zo6GinvycqKoqMjAyioqKYNWsWixcv5tprr+XGG2/ktddeK/dztFgsqKqKyWTCaPRs1Z8nGMzFcNkULN0ngqqiNL8B444nUbBoQ/076FzyDez7xilNRUFBxXx4JZamXesz6zWWne1HJaF56c1aLXcbPz+V7t1VUlIU4uJUXn7ZwoABqs+Mf2K9pste28K7GHIPYqScb+GxL/E/9iVtHdMcgiFLs96Yb/kFSszQdQIGixnMxVi85HxPnKjw4IN+KIqKqiouvyvn/GkoikpsrIrJpE/pc1146jqsyfF0C4jWrFnD1q1bXdLvvPNO/va3v9X4eCdOnCAyMtIpLTQ0lDNnzlT6WqtWrVyO9corr5CQkOCSvn79elupiZWfnx8xMTFcuHCB4mKHbtV/2Vij/AceeI3gA7MovPQlii4db1/vOIqiS8fX6FiUBnBV8ff35+zZs7aADyAvL4/Q0FCysrKc0k+dOkVERAS5ubmcOHGC4cOHM3ToUP773//yzDPPMG/ePJfjFxcXU1hYyA8//EBJSUnN/gav0Ef7dWht6XoUIcFvcFPhqApDB+vtKcOvH3sCnya2+DO6JSeQmppKasCDFeylv5iYGzhyJKyKG7Dra4qi0qZNLtOmbXZKX7vWZVOvt2HDBr2zICoQW/wZ3Uyfst//IVL976d30eu0Mbv+/yjLjB9riieV+UJeof067B1f0sBAeOGFlnz2WRyZmSG0bn2Bo0dDMZurU0PiGkD17/8ba9ee8Hi+PcXd12FBQUHVG5XSLSAaMGAAAwYMcNvxiouLXRpKWywWgoKCKn2tPC+++CJjxoyxrefm5tK2bVv69etHWJhzic3Fixc5evQoISEhFR6vMqqqkpeXR2CAEUuPBAJ7vEwgQO/pWAIDCVLNBIbVsJSoBrp27crhw4eJj9eqdFasWMGIESNYuHAhTZs2xWg0kpeXR3h4OLGxWoPihIQEWwA0evRoRo4c6fK5gPbZBAcHc91119Xqs/FGhn0zUZJBNQSgWIqxtLwT9eJpjDnbURUjimrGEnUDbW5YQxsA+mPeF0usaqbLZf11zn3FiooUHnzQ8am0vNIgLa3sDfjVV5vSv7/3/m1VMZlMbNiwgVtvvRV/f3+9syPKYUjegVmZQpfuE9Emu7kL876ZKJmrMZzbhYoBBQslLe9GCYrCmPEeqiEAo6WYAR12aaW8Xqx/f+sAihagCb17K+zdW7aEyLU0qF07lfBwrZpMK501c++9V2AL+nyIp67D3GoWEEADqjKLjo4mo0zrtMLCQi655JJKXytPYGBguVVA/v7+LifKbDajKAoGg6FGbZ6sbNVS8VNd9++p1XVXVWhaF2+//TZTpkyhdevWBAYG0q9fP/z9/ZkzZw4JCQl07dqVzMxM3nrrLVv+1q9fzxNPPMG1115LQUEBo0aNKvdvNxgMKIpS7ufmk5KmQ3ICxE9DiZ8ESdMxlLZH2O//EF3u/S/+f87GkDQZw5+z7W0ULp8KgDdXGg4eDH5+MG2aQkoKREcrHD5ctm2Qwr/+Bd99p5TegBWmTIH77msYt5EG8z1tiHppPTKdriGDEc7tgvhplHSdQNqXI+h2Quv44XiNGpMmYzQYvabNUHVMneo8AaxGcbkeX39dcehFpuClHcdrxN3XYU2O1TDuZEDfvn1ZtGiRbT01NZVevXpV+VpjFxMTU24vsR49ejBjxoxy90lOTvZ0trxT2Z4v8ZPg5PdYVJXUgge1J1ede5DVRdmG1omJ9p5ocXGUBj8wZ45+eRTCxvF6NJlIDXiQuIjjGKyjT4PPXo9le4LGxdl7mZW9HoX7eHVAZG2wrJQOmGKxWBg6dCjjxo1zaiQNEB8fT5MmTUhLS6NLly6sXr3a1oussteEqLbyRrK9ZRNmk8m5jYIPPYlWpmyAJIRXKed6NN+wAUPZEgEfvR7Lu/7kYcSzvDIgOnjwIF988QXHjx9n7NixDB06lN69e1NcXMz27ds5duyYS0AE8PHHHzN16lTat29PUVERY8eOrdZrQgghhGjcvDIg6ty5MxMmTGDChAlO6UFBQaSnp1e4X7t27Vi6dGmNXxNCCCFE4+b7LbC8hLdNBeIN5DMRQgjhKyQgqiNrC/aajHXQWFg/E+m5I4QQwtt5ZZWZLzEajURERJCdnQ1AkyZNbI3Aq8NisVBcXMzFixdr1W3fG6mqSkFBAdnZ2URERPjkKNVCCCEaFwmI3CAmRpumwxoU1YSqqhQWFhIcHFyjQMoXRERE2D4bIYQQwptJQOQGiqLQsmVLWrRoUeN5WEwmEz/88APXXXddg6pa8vf3l5IhIYQQPkMCIjcyGo01DgKMRiMlJSUEBQU1qIBICCGE8CUNo9GKEEIIIUQdSEAkhBBCiEZPAiIhhBBCNHrShqgarAMM5ubmuv3YJpOJgoICcnNzpQ2Rj5Jz6Nvk/Pk+OYe+z1Pn0Pp/uzoDBUtAVA15eXkAtG3bVuecCCGEEKKm8vLyCA8Pr3QbRZX5FapksVg4fvw4oaGhbh8rKDc3l7Zt23L06FHCwsLcemxRP+Qc+jY5f75PzqHv89Q5VFWVvLw8WrVqVeXgx1JCVA0Gg4E2bdp49D3CwsLkQvZxcg59m5w/3yfn0Pd54hxWVTJkJY2qhRBCCNHoSUAkhBBCiEZPAiKdBQYGMmXKFAIDA/XOiqglOYe+Tc6f75Nz6Pu84RxKo2ohhBBCNHpSQiSEEEKIRk8CIiGEEEI0ehIQCSGEEKLRk4BICCGEEI2eDMyoo5ycHJ5//nk6dOjA2bNnefXVVwkKCtI7W0I0OLt37+b777/H39+fpKQknnrqKa644gq9syWqadOmTSQnJ2MymUhJSWH27NlERETonS1RCyaTiV69epGcnKx3VlxILzMdPfbYYwwePJjbb7+dVatWsWPHDmbOnKl3toRocO644w7WrVsHQHZ2NnfffTfbtm3TOVeiunr06EFSUhKKorB69Wo2btzIm2++qXe2RC0sXryYF198kTNnzuidFRdSZaaTCxcusHHjRvr16wfA7bffzvvvv4/FYtE5Z0I0LDk5OWzZsoWCggIAWrRowenTp3XOlaiJ/v37U1JSAkBcXByHDh3SN0OiVjIyMoiIiCA0NFTvrJRLqsx08scffxAXF2ebbC44OJiwsDDS09Pp0qWLzrkT1TV06FBOnjxJREQEYWFh7Nu3j8GDBzNmzBi9syZKNWvWjHXr1hEcHAzA2bNniYqKctlOzqX3evXVV23LX3zxBY8++qjLNnL+vN+KFSsYP348//rXv8p9Xe9zKAGRTk6cOEFkZKRTWrNmzcjOzpaAyEeYzWbeeustvvzySzp06ECHDh344IMP5Absha6//nrb8uuvv05CQoLT63IuvV9GRgYvv/wyERERvPTSS06vyfnzfl9//TV33313ha97wzmUKjOdFBcXU7b5lsVikUbVPsRoNErDTh+zYcMGOnfubKuqtpJz6f06duzIJ598wlVXXeVSwiDnz7vl5eWRlZVFXFxchdt4wzmUgEgn0dHRnD171int3LlzxMTE6JQjIRq2nTt3cuzYMR555BG9syLqYPjw4XzwwQcUFhbqnRVRTT/++CMBAQEsX76c5cuXk5+fz/Lly0lJSdE7a04kINLJlVdeSXJysq2UKD8/H4vFQsuWLXXOmaiJwsJCSkpKCAkJAbSSv8zMTJ1zJco6fPgwW7ZssbU9ycjIcPmHKufSOxUUFDBgwACXDifFxcVO63L+vFf//v0ZMWIEQ4YMYciQITRt2pQhQ4a4lBjpfQ4lINJJs2bNuOmmm9i0aRMA69atY/jw4SiKonPORE0MGDCATZs2cdlllxEeHs6aNWv47rvv9M6WcGAymVi8eDGjR4+2pb3zzjsus2rLufRO+fn57Nixw9YBJSUlhR49ehAeHu60nZw/36GqqkuTEdD/HMo4RDo6d+4c48ePp127dmRnZzN37lyXm7QQom6++eYbhg8fbutlZjKZCAsL48CBAzrnTFTX559/TkZGBqGhoaSmpjJ+/Hhat26td7ZEDZ04cYLPP/+cMWPG8NJLLzFy5EivOo8SEAkhhBCi0ZMqMyGEEEI0ehIQCSGEEKLRk4BICCGEEI2eBERCCCGEaPQkIBJCCCFEoycBkRBCCCEaPQmIhBA+R1XVBjN1Q35+vt5ZEEIgAZEQwgfNmzePM2fO6J0Nt9i8ebOMqCyEF5CASAjhU1auXEmHDh1o06aN245pMpnYv3+/245XE3feeScbN27k8OHDury/EEIjAZEQwmcUFBTw8ccfc//997vtmBaLhenTpzNnzhyn9IyMDDp27FgvVXNjxoxh0qRJHn8fIUTFJCASQviMTz75hLvuusutxzQYDDz22GMu6a1bt2bWrFm2OdA8qWXLlpSUlJCenu7x9xJClE8CIiGEz1i5ciW33nprvbxXSUkJvXr1qpf3ArjttttYsWJFvb2fEMKZn94ZEEI0Hjk5OYwbN45ff/2VX375hYkTJ2I0Gpk+fTpNmzatcv+DBw/Stm1b2/qWLVtYvXo1O3fu5O233+arr75i+fLlLFu2jG7durF48WL8/PwICAggKSmJhIQEgoKCAEhPT+e1116jQ4cOKIri9D7btm3jt99+Y+XKlWzevNnptYqO+e233zJu3Dheeukl0tLSSEtLY8qUKXTu3BmAvXv38uOPP+Ln58c777zD3//+d0aPHm07blxcHP/73/9q+ckKIepMFUKIelRUVKT26tVLzcrKUl9++WXVYrFUe9+OHTuWm967d2910aJFqqqq6qpVq9SsrCz16NGj6i233GLbZu7cuWpiYqJt/cYbb1Szs7NVVVXV3bt3qyNGjHA57vXXX++0XtUxu3fvrm7fvl1VVVXdsWOHOmHCBNtrjz/+uG353Llz6pw5c5yOnZKSot52223l/n1CCM+TKjMhRL0KCAhg7Nix9OvXj/79+7uUzlTGaDSWm56VlcWjjz4KwL333kt0dDRt2rThq6++IicnhzVr1pCSksL58+cBOHLkCIqiEBUVBUB4eHi13r+yYwJERUXRt29fACIjI8nKyrK9FhISwrx588jJySE8PJxx48Y5HfvcuXNERkZW85MQQribBERCiHo3aNAgMjMz6dixY432a9WqFadOnXJJ79KlC4GBgS7pCQkJfPTRR/Tt25drrrnGln78+HFiYmJqnvFKjlkeVVVty7NnzyYgIIBrr72WUaNGYTKZnLbNyMggNja2VnkSQtSdBERCiHq3dOlSFixYwMyZM2u03z333MPGjRurte3q1auxWCw8++yztGjRwum1qKgo8vLyavTeVR2zKqdPn2bUqFHs2bOHyy67jOeff97p9fXr13PffffVOE9CCPeQgEgIUa+ysrLw9/dnyJAhHD16lEOHDlV732HDhlW7J1Z6erpTKVBBQQEAKSkpdOrUiXPnzlFUVATApk2bnEpzanPMqsydOxfQqv1GjhyJ2Wy2vZaTk8OpU6fo2bNnNf4yIYQnSEAkhKg3u3bt4v777ycqKgqLxUJERAQPP/xwtYOiqKgobr75ZjZs2ADAb7/9xsKFC0lLS+PDDz8kNTXVtu3w4cPZuXMn8+fPZ/78+ZhMJtavX09WVhaKovD666/zzDPPMHPmTIqLi8nMzLTtv23bNqfjWscHquyYmzdvZv/+/WzZsgXQhgjYtWsXaWlpAHz33Xf84x//4IMPPmDhwoU888wztrzOmzePGTNm1PnzFULUnqJW57FICCG8yOTJk3n22Wdp3ry53lmps82bN3P8+HEefvhhvbMiRKMmAZEQwueUlJRw4cIFIiIi9M5KnZ06dcrW200IoR8JiIQQQgjR6EkbIiGEEEI0ehIQCSGEEKLRk4BICCGEEI2eBERCCCGEaPQkIBJCCCFEoycBkRBCCCEaPQmIhBBCCNHoSUAkhBBCiEbv/wOH54RLVezLgAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 选择一个已安装的中文字体（若找到则设置，否则提示）\n",
    "from matplotlib import font_manager as fm\n",
    "fonts_to_try = ['SimHei', 'Microsoft YaHei', 'SimSun', 'Noto Sans CJK SC', 'Arial Unicode MS']\n",
    "plt.rcParams['font.sans-serif'] = ['SimSun']  # 默认字体\n",
    "\n",
    "# 让负号正常显示\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "# 绘图\n",
    "plt.figure()\n",
    "plt.plot(x1, y1, label='sin', color='blue', linestyle='--', linewidth=2, marker='o', markersize=4)\n",
    "plt.plot(x1, y2, label='cos', color='orange', linestyle='-', linewidth=2, marker='x', markersize=4)\n",
    "plt.legend()\n",
    "plt.xlabel('x (radians)')\n",
    "plt.ylabel('y (amplitude)')\n",
    "plt.xticks(ticks=np.arange(0, 4.5*np.pi, np.pi),\n",
    "           labels=['0', 'π', '2π', '3π', '4π'])\n",
    "plt.title('正弦函数和余弦函数')  # 中文标题\n",
    "plt.grid(True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "1a8cf576",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 示例：分类数据柱状图\n",
    "categories = ['苹果', '香蕉', '橙子', '梨', '葡萄']\n",
    "values = [23, 17, 35, 29, 12]\n",
    "x = np.arange(len(categories))\n",
    "\n",
    "plt.figure(figsize=(8,5))\n",
    "bars = plt.bar(x, values, color=['#4e79a7','#f28e2b','#e15759','#76b7b2','#59a14f'], edgecolor='k', alpha=0.9)\n",
    "plt.xticks(x, categories)\n",
    "plt.ylabel('数量')\n",
    "plt.title('水果销量示例柱状图')\n",
    "plt.grid(axis='y', linestyle='--', alpha=0.6)\n",
    "\n",
    "# 在柱子上显示数值\n",
    "for bar in bars:\n",
    "    h = bar.get_height()\n",
    "    plt.text(bar.get_x() + bar.get_width()/2, h + 0.5, str(h), ha='center', va='bottom')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "305668cf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 饼图示例：使用已有的 categories 和 values\n",
    "plt.rcParams['font.sans-serif'] = fonts_to_try  # 尝试使用已准备的中文字体列表\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(6,6))\n",
    "# 将最大值稍微突出显示\n",
    "explode = [0.08 if v == max(values) else 0 for v in values]\n",
    "colors = plt.get_cmap('tab20')(np.linspace(0, 1, len(values)))\n",
    "\n",
    "def autopct_with_count(pct):\n",
    "    total = sum(values)\n",
    "    count = int(round(pct * total / 100.0))\n",
    "    return f\"{pct:.1f}%\\n({count})\"\n",
    "\n",
    "wedges, texts, autotexts = ax.pie(\n",
    "    values,\n",
    "    labels=categories,\n",
    "    autopct=autopct_with_count,\n",
    "    startangle=90,\n",
    "    explode=explode,\n",
    "    colors=colors,\n",
    "    shadow=True,\n",
    "    wedgeprops={'edgecolor': 'k'}\n",
    ")\n",
    "\n",
    "# 美化文本\n",
    "for t in texts:\n",
    "    t.set_fontsize(10)\n",
    "for at in autotexts:\n",
    "    at.set_fontsize(9)\n",
    "\n",
    "ax.set_title('水果销量占比', fontsize=14)\n",
    "ax.axis('equal')  # 使饼图为正圆\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5e6b7b0c",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
